1 資料來源與主題說明

打算回答什麼問題? 探討疫情期間確診病例數與股市之間各面向的關係

資料來源: [美股] * 資料區間:2020/01/01~2021/04/30 * 美國病例數:Our World in Data,是英國牛津大學全球變化數據實驗室的科學出版物 * sp500各類股歷史資料:MarketWatch,是一個提供金融信息、商業新聞、分析和股市數據的網站,道瓊公司的子公司(sp500將美國產業分成11大類股)

[台股] * 資料區間:2020/04/01~2021/05/31 * 台灣病例數:台灣疫情報告(https://covid-19.nchc.org.tw/dt_005-covidTable_taiwan.php) * 使用r語言的quantmod包中的getSymbols函數擷取股價資料,資料來源自yahoo finance * 類股指數資料來源:來自台灣證券交易所公布之3-5月資料

情緒分析 *

2 資料前處理

對資料表進行初步檢視後,進行整理,以便後續進行資料視覺化。

import packages

library(htmlwidgets)
library(webshot)
library(dplyr)
library(zoo)
library(pracma)
library(ggplot2)
library(plotly)
library(dygraphs)
library(xts)
library(caret)
library(tidyr)
library(ggpmisc)

定義後續使用之函數

# 計算標準化數據與其七日簡單平均、七日指數平均、變動率
getMA_ROC <- function(df, prefix){
  df$Date <- as.Date(df$Date)
  df[prefix] <- as.numeric(unlist(df[prefix]))
  preproc1 <- preProcess(df[prefix], method=c("center", "scale"))
  df['norm'] <- predict(preproc1, df[prefix])
  df['ROC'] <- (df['norm'] - lag(df['norm']))/lag(df['norm'])
  df['7MA'] <- movavg(unlist(df['norm']),7, type="s")
  df['7EMA'] <- movavg(unlist(df['norm']),7, type="e")
  colnames(df) <- c("Date", prefix, paste0(prefix, c("_std","_ROC", "_7MA", "_7EMA")))
  return(df)
}

# 計算台灣各類股繪圖資料
tw_cat_rmse <- function(df){
  na = colnames(df[2])
  df['real'] <- df[5]
  df['pred'] <- df[3]
  df['origin'] <- df[4]
  df['residues'] = df['pred'] - df['real']
  df['group'] = c(rep(seq(as.Date("2021-04-03"), as.Date("2021-05-28"), 5), each = 5), rep(as.Date("2021-06-02"),3)) # 補最後三個
  df = df %>% group_by(group) %>%
    summarise(rmse = sqrt(mean(sum(residues**2))), cases = sum(origin), sign = mean(sum(residues)), category = na)
  return(df)
}

2.1 讀取原始資料

# read data
list.files('data\\stock')
## [1] "BTC-Oil-Gold-COVID.csv" "SP500.csv"              "SP500_USnewcases.csv"  
## [4] "TAIEX-COVID.csv"        "TAIEX.csv"              "TAIEX_7MA.csv"         
## [7] "TAIEX_ROC.csv"
# [1] "BTC-Oil-Gold-COVID.csv" "SP500.csv" "SP500_USnewcases.csv"   "TAIEX-COVID.csv"        "TAIEX.csv"              "TAIEX_7MA.csv"          "TAIEX_ROC.csv"         
btc_oil_gold = read.csv("data\\stock\\BTC-Oil-Gold-COVID.csv", encoding = "UTF-8") # 比特幣-原油-黃金價格,七日簡單均線,變動率
US_SP500_ALL = read.csv("data\\stock\\SP500.csv", encoding = "UTF-8") # 美股標普五百指數原始數值
US_SP500_CAT = read.csv("data\\stock\\SP500_USnewcases.csv", encoding = "UTF-8") # 美股標普五百各類原始數值
TAIEX_COVID = read.csv("data\\stock\\TAIEX-COVID.csv", encoding = "UTF-8") # 台股大盤,七日簡單均線,變動率
TAIEX = read.csv("data\\stock\\TAIEX.csv", encoding = "UTF-8") # 台股類股原始數值
TAIEX_7MA = read.csv("data\\stock\\TAIEX_7MA.csv", encoding = "UTF-8") # 台股類股七日簡單均線
TAIEX_ROC = read.csv("data\\stock\\TAIEX_ROC.csv", encoding = "UTF-8") # 台股類股變動率

# 整合至資料列表
data_list = list(btc_oil_gold, US_SP500_ALL, US_SP500_CAT, TAIEX_COVID, TAIEX, TAIEX_7MA, TAIEX_ROC)
names(data_list) = gsub("-", "_",list.files('data\\stock'))

2.2 整理欄位名稱與重新分類資料表

# get column names
col_names = lapply(data_list, colnames)

# rename data frame columns
col_names$TAIEX_ROC.csv = paste0(col_names$TAIEX_ROC.csv, "_ROC")
col_names$TAIEX_7MA.csv = paste0(col_names$TAIEX_7MA.csv, "_7MA")
col_names$TAIEX_COVID.csv = c("Date", "大盤", "大盤_ROC", "大盤_7MA", "大盤_7EMA", "TW_COVID", "TW_COVID_7MA", "TW_COVID_7EMA", "TW_COVID_CUM")
col_names$BTC_Oil_Gold_COVID.csv[1] = "Date"

# rename data frame columns
for (i in 1:length(data_list)){
  names(data_list[[i]]) <- col_names[[i]]
}

重新分類data frame,原本的data frame含有重複的欄位(例如疫情資料),僅保留所需欄位後,分類各類別資料並獨立各自成表。

TW_COVID = data_list$TAIEX_COVID.csv[c("Date", "TW_COVID", "TW_COVID_7MA", "TW_COVID_7EMA", "TW_COVID_CUM" )]
US_COVID = data_list$BTC_Oil_Gold_COVID.csv[c("Date","new_cases","new_cases_7MA", "total_cases")]
colnames(US_COVID) <- c("Date", "US_COVID", "US_COVID_7MA", "US_COVID_CUM")
BTC = data_list$BTC_Oil_Gold_COVID.csv[c("Date","BTC","BTC_7MA", "BTC_ROC")]
OIL = data_list$BTC_Oil_Gold_COVID.csv[c("Date","Oil","Oil_7MA", "Oil_ROC")]
GOLD = data_list$BTC_Oil_Gold_COVID.csv[c("Date","Gold","Gold_7MA", "Gold_ROC")]
TAIEX_ALL = data_list$TAIEX_COVID.csv[c("Date", "大盤", "大盤_ROC", "大盤_7MA", "大盤_7EMA" )]
TAIEX_CAT = list(data_list$TAIEX.csv[,2:34], data_list$TAIEX_7MA.csv[,2:34], data_list$TAIEX_ROC.csv[,2:34]) # 只保留類股數據與日期
US_SP500_CAT[c("X", "NewCases")] <- NULL # 要另外計算7MA, ROC
# US_SP500_ALL, US_SP500_CAT要另外計算7MA, ROC

# 整理後新的data_list
data_list = list(TW_COVID, US_COVID, BTC, OIL, GOLD, TAIEX_ALL, US_SP500_ALL)
head(data_list[[1]])
##         Date TW_COVID TW_COVID_7MA TW_COVID_7EMA TW_COVID_CUM
## 1 2021-04-01        6     3.428571      3.428571         1036
## 2 2021-04-02        3     3.714286      3.321429         1039
## 3 2021-04-03        6     3.571429      3.991071         1045
## 4 2021-04-04        2     3.571429      3.493304         1047
## 5 2021-04-05        1     3.571429      2.869978         1048
## 6 2021-04-06        2     3.714286      2.652483         1050

2.3 計算標準化後數值

col <- c("TW_COVID", "US_COVID", "BTC", "Oil", "Gold", "大盤", "SP500")

for (i in 1:length(data_list)){
  pref <- col[i]
  dat <- data_list[[i]]
  data_list[[i]] <- getMA_ROC(dat[c("Date",pref)], prefix = pref)
}
data_list
## [[1]]
##          Date TW_COVID TW_COVID_std TW_COVID_ROC TW_COVID_7MA TW_COVID_7EMA
## 1  2021-04-01        6   -0.5921804           NA  -0.59218041    -0.5921804
## 2  2021-04-02        3   -0.6062040  0.023681243  -0.59919219    -0.5956863
## 3  2021-04-03        6   -0.5921804 -0.023133415  -0.59685493    -0.5948098
## 4  2021-04-04        2   -0.6108785  0.031574991  -0.60036082    -0.5988270
## 5  2021-04-05        1   -0.6155530  0.007652132  -0.60339926    -0.6030085
## 6  2021-04-06        2   -0.6108785 -0.007594021  -0.60464580    -0.6049760
## 7  2021-04-07        0   -0.6202275  0.015304263  -0.60687176    -0.6087889
## 8  2021-04-08        0   -0.6202275  0.000000000  -0.61087850    -0.6116486
## 9  2021-04-09        4   -0.6015295 -0.030147147  -0.61021071    -0.6091188
## 10 2021-04-10        2   -0.6108785  0.015542124  -0.61288186    -0.6095587
## 11 2021-04-11        1   -0.6155530  0.007652132  -0.61354965    -0.6110573
## 12 2021-04-12        1   -0.6155530  0.000000000  -0.61354965    -0.6121812
## 13 2021-04-13        4   -0.6015295 -0.022782064  -0.61221408    -0.6095183
## 14 2021-04-14        5   -0.5968549 -0.007771062  -0.60887513    -0.6063524
## 15 2021-04-15        1   -0.6155530  0.031327698  -0.60820734    -0.6086526
## 16 2021-04-16        2   -0.6108785 -0.007594021  -0.60954292    -0.6092091
## 17 2021-04-17        2   -0.6108785  0.000000000  -0.60954292    -0.6096264
## 18 2021-04-18        1   -0.6155530  0.007652132  -0.60954292    -0.6111081
## 19 2021-04-19        3   -0.6062040 -0.015188042  -0.60820734    -0.6098820
## 20 2021-04-20        2   -0.6108785  0.007711138  -0.60954292    -0.6101312
## 21 2021-04-21        4   -0.6015295 -0.015304263  -0.61021071    -0.6079807
## 22 2021-04-22        4   -0.6015295  0.000000000  -0.60820734    -0.6063679
## 23 2021-04-23        4   -0.6015295  0.000000000  -0.60687176    -0.6051583
## 24 2021-04-24        7   -0.5875059 -0.023313186  -0.60353282    -0.6007452
## 25 2021-04-25        3   -0.6062040  0.031826219  -0.60219724    -0.6021099
## 26 2021-04-26        4   -0.6015295 -0.007711138  -0.60152945    -0.6019648
## 27 2021-04-27        6   -0.5921804 -0.015542124  -0.59885830    -0.5995187
## 28 2021-04-28        6   -0.5921804  0.000000000  -0.59752272    -0.5976841
## 29 2021-04-29        5   -0.5968549  0.007893748  -0.59685493    -0.5974768
## 30 2021-04-30        7   -0.5875059 -0.015663849  -0.59485156    -0.5949841
## 31 2021-05-01        4   -0.6015295  0.023869664  -0.59685493    -0.5966204
## 32 2021-05-02        5   -0.5968549 -0.007771062  -0.59551935    -0.5966791
## 33 2021-05-03        8   -0.5828314 -0.023495773  -0.59284820    -0.5932171
## 34 2021-05-04        8   -0.5828314  0.000000000  -0.59151262    -0.5906207
## 35 2021-05-05        7   -0.5875059  0.008020369  -0.59084483    -0.5898420
## 36 2021-05-06       13   -0.5594587 -0.047739328  -0.58550252    -0.5822462
## 37 2021-05-07        5   -0.5968549  0.066843501  -0.58683810    -0.5858984
## 38 2021-05-08        5   -0.5968549  0.000000000  -0.58617031    -0.5886375
## 39 2021-05-09        1   -0.6155530  0.031327698  -0.58884146    -0.5953664
## 40 2021-05-10       15   -0.5501097 -0.106316297  -0.58416694    -0.5840522
## 41 2021-05-11       11   -0.5688078  0.033989749  -0.58216357    -0.5802411
## 42 2021-05-12       21   -0.5220626 -0.082181059  -0.57281453    -0.5656965
## 43 2021-05-13       25   -0.5033645 -0.035815804  -0.56480106    -0.5501135
## 44 2021-05-14       34   -0.4612938 -0.083579009  -0.54543518    -0.5279085
## 45 2021-05-15      185    0.2445592 -1.530159241  -0.42523317    -0.3347916
## 46 2021-05-16      207    0.3473987  0.420509709  -0.28766864    -0.1642441
## 47 2021-05-17      335    0.9457376  1.722340880  -0.07397618     0.1132514
## 48 2021-05-18      243    0.5156815 -0.454730896   0.08095086     0.2138589
## 49 2021-05-19      273    0.6559172  0.271942446   0.24923368     0.3243734
## 50 2021-05-20      292    0.7447331  0.135407240   0.42753333     0.4294634
## 51 2021-05-21      314    0.8475726  0.138089070   0.61451424     0.5339907
## 52 2021-05-22      723    2.7594524  2.255712160   0.97378470     1.0903561
## 53 2021-05-23      460    1.5300529 -0.445522990   1.14273530     1.2002803
## 54 2021-05-24      595    2.1611135  0.412443625   1.31636043     1.4404886
## 55 2021-05-25      539    1.8993402 -0.121128888   1.51402596     1.5552015
## 56 2021-05-26      635    2.3480944  0.236268458   1.75576557     1.7534247
## 57 2021-05-27      670    2.5117027  0.069677052   2.00818979     1.9429942
## 58 2021-05-28      554    1.9694580 -0.215887271   2.16845914     1.9496102
## 59 2021-05-29      491    1.6749631 -0.149530950   2.01353210     1.8809484
## 60 2021-05-30      354    1.0345535 -0.382342518   1.94274647     1.6693497
## 61 2021-05-31      351    1.0205299 -0.013555189   1.77980597     1.5071447
## 62 2021-06-01      331    0.9270395 -0.091609714   1.64090586     1.3621184
## 63 2021-06-02      547    1.9367364  1.089162798   1.58214044     1.5057729
## 
## [[2]]
##           Date US_COVID  US_COVID_std  US_COVID_ROC  US_COVID_7MA US_COVID_7EMA
## 1   2020-01-01        0 -1.0110082462            NA -1.0110082462 -1.0110082462
## 2   2020-01-02        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 3   2020-01-03        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 4   2020-01-04        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 5   2020-01-05        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 6   2020-01-06        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 7   2020-01-07        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 8   2020-01-08        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 9   2020-01-09        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 10  2020-01-10        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 11  2020-01-11        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 12  2020-01-12        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 13  2020-01-13        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 14  2020-01-14        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 15  2020-01-15        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 16  2020-01-16        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 17  2020-01-17        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 18  2020-01-18        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 19  2020-01-19        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 20  2020-01-20        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 21  2020-01-21        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 22  2020-01-22        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 23  2020-01-23        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110082462
## 24  2020-01-24        1 -1.0109930563 -1.502459e-05 -1.0110060762 -1.0110044487
## 25  2020-01-25        0 -1.0110082462  1.502482e-05 -1.0110060762 -1.0110053981
## 26  2020-01-26        3 -1.0109626763 -4.507377e-05 -1.0109995663 -1.0109947177
## 27  2020-01-27        0 -1.0110082462  4.507581e-05 -1.0109995663 -1.0109980998
## 28  2020-01-28        0 -1.0110082462  0.000000e+00 -1.0109995663 -1.0110006364
## 29  2020-01-29        1 -1.0109930563 -1.502459e-05 -1.0109973963 -1.0109987414
## 30  2020-01-30        0 -1.0110082462  1.502482e-05 -1.0109973963 -1.0110011176
## 31  2020-01-31        2 -1.0109778663 -3.004918e-05 -1.0109952263 -1.0109953048
## 32  2020-02-01        0 -1.0110082462  3.005009e-05 -1.0109952263 -1.0109985401
## 33  2020-02-02        0 -1.0110082462  0.000000e+00 -1.0110017363 -1.0110009667
## 34  2020-02-03        3 -1.0109626763 -4.507377e-05 -1.0109952263 -1.0109913941
## 35  2020-02-04        0 -1.0110082462  4.507581e-05 -1.0109952263 -1.0109956071
## 36  2020-02-05        0 -1.0110082462  0.000000e+00 -1.0109973963 -1.0109987669
## 37  2020-02-06        1 -1.0109930563 -1.502459e-05 -1.0109952263 -1.0109973392
## 38  2020-02-07        0 -1.0110082462  1.502482e-05 -1.0109995663 -1.0110000660
## 39  2020-02-08        0 -1.0110082462  0.000000e+00 -1.0109995663 -1.0110021111
## 40  2020-02-09        0 -1.0110082462  0.000000e+00 -1.0109995663 -1.0110036449
## 41  2020-02-10        0 -1.0110082462  0.000000e+00 -1.0110060762 -1.0110047952
## 42  2020-02-11        1 -1.0109930563 -1.502459e-05 -1.0110039062 -1.0110018605
## 43  2020-02-12        0 -1.0110082462  1.502482e-05 -1.0110039062 -1.0110034569
## 44  2020-02-13        1 -1.0109930563 -1.502459e-05 -1.0110039062 -1.0110008567
## 45  2020-02-14        0 -1.0110082462  1.502482e-05 -1.0110039062 -1.0110027041
## 46  2020-02-15        0 -1.0110082462  0.000000e+00 -1.0110039062 -1.0110040897
## 47  2020-02-16        0 -1.0110082462  0.000000e+00 -1.0110039062 -1.0110051288
## 48  2020-02-17        0 -1.0110082462  0.000000e+00 -1.0110039062 -1.0110059082
## 49  2020-02-18        0 -1.0110082462  0.000000e+00 -1.0110060762 -1.0110064927
## 50  2020-02-19        0 -1.0110082462  0.000000e+00 -1.0110060762 -1.0110069311
## 51  2020-02-20        0 -1.0110082462  0.000000e+00 -1.0110082462 -1.0110072599
## 52  2020-02-21        2 -1.0109778663 -3.004918e-05 -1.0110039062 -1.0109999115
## 53  2020-02-22        0 -1.0110082462  3.005009e-05 -1.0110039062 -1.0110019952
## 54  2020-02-23        0 -1.0110082462  0.000000e+00 -1.0110039062 -1.0110035579
## 55  2020-02-24        0 -1.0110082462  0.000000e+00 -1.0110039062 -1.0110047300
## 56  2020-02-25        0 -1.0110082462  0.000000e+00 -1.0110039062 -1.0110056091
## 57  2020-02-26        0 -1.0110082462  0.000000e+00 -1.0110039062 -1.0110062684
## 58  2020-02-27        1 -1.0109930563 -1.502459e-05 -1.0110017363 -1.0110029653
## 59  2020-02-28        0 -1.0110082462  1.502482e-05 -1.0110060762 -1.0110042856
## 60  2020-02-29        8 -1.0108867264 -1.201967e-04 -1.0109887163 -1.0109748958
## 61  2020-03-01        7 -1.0109019163  1.502640e-05 -1.0109735263 -1.0109566509
## 62  2020-03-02       23 -1.0106588766 -2.404187e-04 -1.0109236163 -1.0108822073
## 63  2020-03-03       19 -1.0107196365  6.011914e-05 -1.0108823864 -1.0108415646
## 64  2020-03-04       33 -1.0105069767 -2.104043e-04 -1.0108107764 -1.0107579176
## 65  2020-03-05       77 -1.0098386174 -6.614099e-04 -1.0106458566 -1.0105280926
## 66  2020-03-06       53 -1.0102031770  3.610078e-04 -1.0105308467 -1.0104468637
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## 444 2021-03-19    61629 -0.0748646253 -1.812427e-01 -0.1797276057 -0.1346739924
## 445 2021-03-20    55374 -0.1698779850  1.269136e+00 -0.1744284707 -0.1434749906
## 446 2021-03-21    33768 -0.4980728134  1.931944e+00 -0.1840914716 -0.2321244463
## 447 2021-03-22    51593 -0.2273113205 -5.436183e-01 -0.1950998711 -0.2309211648
## 448 2021-03-23    53603 -0.1967794495 -1.343174e-01 -0.1958680504 -0.2223857360
## 449 2021-03-24    86960  0.3099128993 -2.574925e+00 -0.1354900277 -0.0893110772
## 450 2021-03-25    67465  0.0137841305 -9.555226e-01 -0.1204584520 -0.0635372753
## 451 2021-03-26    77321  0.1634966284  1.086122e+01 -0.0864068443 -0.0067787994
## 452 2021-03-27    62700 -0.0585961507 -1.358394e+00 -0.0705094394 -0.0197331372
## 453 2021-03-28    43097 -0.3563654379  5.081721e+00 -0.0502655286 -0.1038912124
## 454 2021-03-29    69429  0.0436172622 -1.122395e+00 -0.0115614454 -0.0670140937
## 455 2021-03-30    61249 -0.0806368198 -2.848736e+00  0.0050303588 -0.0704197753
## 456 2021-03-31    67039  0.0073131967 -1.090693e+00 -0.0381981701 -0.0509865323
## 457 2021-04-01    79045  0.1896841635  2.493724e+01 -0.0130695940  0.0091811417
## 458 2021-04-02    69831  0.0497236364 -7.378609e-01 -0.0293228785  0.0193167654
## 459 2021-04-03    63067 -0.0530214260 -2.066322e+00 -0.0285264893  0.0012322175
## 460 2021-04-04    34972 -0.4797840707  8.048871e+00 -0.0461577225 -0.1190218546
## 461 2021-04-05    77679  0.1689346432 -1.352106e+00 -0.0282552395 -0.0470327301
## 462 2021-04-06    60544 -0.0913457596 -1.540717e+00 -0.0297850881 -0.0581109875
## 463 2021-04-07    75038  0.1288178913 -2.410223e+00 -0.0124272746 -0.0113787678
## 464 2021-04-08    79878  0.2023374215  5.707245e-01 -0.0106196663  0.0420502795
## 465 2021-04-09    82698  0.2451731808  2.117046e-01  0.0173016972  0.0928310048
## 466 2021-04-10    66535 -0.0003425561 -1.001397e+00  0.0248272500  0.0695376146
## 467 2021-04-11    46380 -0.3064967153  8.937345e+02  0.0495825865 -0.0244709679
## 468 2021-04-12    70230  0.0557844406 -1.182007e+00  0.0334182719 -0.0044071157
## 469 2021-04-13    77878  0.1719574503  2.082534e+00  0.0710330162  0.0396840258
## 470 2021-04-14    75375  0.1339369164 -2.211043e-01  0.0717643055  0.0632472484
## 471 2021-04-15    74289  0.1174405921 -1.231649e-01  0.0596361870  0.0767955844
## 472 2021-04-16    79991  0.2040538898  7.375073e-01  0.0537620026  0.1086101607
## 473 2021-04-17    52373 -0.2154631318 -2.055913e+00  0.0230304917  0.0275918376
## 474 2021-04-18    42018 -0.3727554324  7.300196e-01  0.0135649607 -0.0724949799
## 475 2021-04-19    67933  0.0208930438 -1.056050e+00  0.0085804755 -0.0491479740
## 476 2021-04-20    61273 -0.0802722601 -4.842057e+00 -0.0274523403 -0.0569290455
## 477 2021-04-21    62857 -0.0562113230 -2.997416e-01 -0.0546163745 -0.0567496149
## 478 2021-04-22    67257  0.0106246135 -1.189012e+00 -0.0698758000 -0.0399060578
## 479 2021-04-23    62399 -0.0631683364 -6.945471e+00 -0.1080504038 -0.0457216274
## 480 2021-04-24    53363 -0.2004250460  2.172872e+00 -0.1059021058 -0.0843974821
## 481 2021-04-25    32065 -0.5239413588  1.614151e+00 -0.1275000953 -0.1942834513
## 482 2021-04-26    47691 -0.2865826442 -4.530253e-01 -0.1714251936 -0.2173582495
## 483 2021-04-27    50856 -0.2385063399 -1.677572e-01 -0.1940300621 -0.2226452721
## 484 2021-04-28    55125 -0.1736602915 -2.718840e-01 -0.2108084862 -0.2103990269
## 485 2021-04-29    58199 -0.1269662758 -2.688814e-01 -0.2304643275 -0.1895408392
## 486 2021-04-30    57922 -0.1311739018  3.313971e-02 -0.2401794083 -0.1749491048
## 
## [[3]]
##           Date       BTC     BTC_std       BTC_ROC     BTC_7MA     BTC_7EMA
## 1   2020-01-01  7200.174 -0.76143491            NA -0.76143491 -0.761434909
## 2   2020-01-02  6985.470 -0.77392182  1.639918e-02 -0.76767836 -0.764556636
## 3   2020-01-03  7344.884 -0.75301877 -2.700925e-02 -0.76279183 -0.761672169
## 4   2020-01-04  7410.657 -0.74919353 -5.079874e-03 -0.75939226 -0.758552509
## 5   2020-01-05  7411.317 -0.74915510 -5.128481e-05 -0.75734483 -0.756203158
## 6   2020-01-06  7769.219 -0.72834000 -2.778477e-02 -0.75251069 -0.749237369
## 7   2020-01-07  8163.692 -0.70539796 -3.149908e-02 -0.74578030 -0.738277516
## 8   2020-01-08  8079.863 -0.71027338  6.911587e-03 -0.73847151 -0.731276482
## 9   2020-01-09  7879.071 -0.72195115  1.644123e-02 -0.73104713 -0.728945149
## 10  2020-01-10  8166.554 -0.70523152 -2.315895e-02 -0.72422038 -0.723016742
## 11  2020-01-11  8037.538 -0.71273496  1.063968e-02 -0.71901201 -0.720446296
## 12  2020-01-12  8192.494 -0.70372289 -1.264435e-02 -0.71252169 -0.716265444
## 13  2020-01-13  8144.194 -0.70653194  3.991704e-03 -0.70940626 -0.713832068
## 14  2020-01-14  8827.765 -0.66677639 -5.626859e-02 -0.70388889 -0.702068148
## 15  2020-01-15  8807.011 -0.66798341  1.810232e-03 -0.69784746 -0.693546962
## 16  2020-01-16  8723.786 -0.67282364  7.246040e-03 -0.69082925 -0.688366132
## 17  2020-01-17  8929.038 -0.66088646 -1.774192e-02 -0.68449424 -0.681496213
## 18  2020-01-18  8942.809 -0.66008558 -1.211819e-03 -0.67697290 -0.676143555
## 19  2020-01-19  8706.245 -0.67384380  2.084309e-02 -0.67270446 -0.675568617
## 20  2020-01-20  8657.643 -0.67667046  4.194830e-03 -0.66843853 -0.675844079
## 21  2020-01-21  8745.895 -0.67153785 -7.585107e-03 -0.66911874 -0.674767521
## 22  2020-01-22  8680.876 -0.67531924  5.630947e-03 -0.67016672 -0.674905450
## 23  2020-01-23  8406.516 -0.69127568  2.362799e-02 -0.67280272 -0.678998007
## 24  2020-01-24  8445.435 -0.68901220 -3.274345e-03 -0.67682069 -0.681501556
## 25  2020-01-25  8367.848 -0.69352456  6.549018e-03 -0.68159768 -0.684507306
## 26  2020-01-26  8596.830 -0.68020724 -1.920237e-02 -0.68250675 -0.683432290
## 27  2020-01-27  8909.819 -0.66200419 -2.676103e-02 -0.68041157 -0.678075266
## 28  2020-01-28  9358.590 -0.63590429 -3.942559e-02 -0.67532106 -0.667532521
## 29  2020-01-29  9316.630 -0.63834462  3.837584e-03 -0.67003897 -0.660235547
## 30  2020-01-30  9508.993 -0.62715703 -1.752595e-02 -0.66087916 -0.651965918
## 31  2020-01-31  9350.529 -0.63637308  1.469497e-02 -0.65335929 -0.648067708
## 32  2020-02-01  9392.875 -0.63391031 -3.870011e-03 -0.64484297 -0.644528358
## 33  2020-02-02  9344.365 -0.63673157  4.450574e-03 -0.63863216 -0.642579162
## 34  2020-02-03  9293.521 -0.63968858  4.644038e-03 -0.63544421 -0.641856516
## 35  2020-02-04  9180.963 -0.64623484  1.023351e-02 -0.63692000 -0.642951097
## 36  2020-02-05  9613.424 -0.62108348 -3.891985e-02 -0.63445413 -0.637484192
## 37  2020-02-06  9729.802 -0.61431509 -1.089771e-02 -0.63261956 -0.631691917
## 38  2020-02-07  9795.943 -0.61046838 -6.261785e-03 -0.62891889 -0.626386033
## 39  2020-02-08  9865.119 -0.60644521 -6.590305e-03 -0.62499531 -0.621400827
## 40  2020-02-09 10116.674 -0.59181512 -2.412434e-02 -0.61857867 -0.614004399
## 41  2020-02-10  9856.611 -0.60694001  2.555679e-02 -0.61390030 -0.612238302
## 42  2020-02-11 10208.236 -0.58648996 -3.369369e-02 -0.60536532 -0.605801217
## 43  2020-02-12 10326.055 -0.57963780 -1.168334e-02 -0.59944451 -0.599260363
## 44  2020-02-13 10214.380 -0.58613266  1.120503e-02 -0.59541845 -0.595978437
## 45  2020-02-14 10312.116 -0.58044844 -9.697833e-03 -0.59112989 -0.592095939
## 46  2020-02-15  9889.425 -0.60503162  4.235205e-02 -0.59092795 -0.595329860
## 47  2020-02-16  9934.434 -0.60241397 -4.326472e-03 -0.59244207 -0.597100887
## 48  2020-02-17  9690.143 -0.61662162  2.358452e-02 -0.59382515 -0.601981069
## 49  2020-02-18 10141.996 -0.59034241 -4.261805e-02 -0.59437550 -0.599071404
## 50  2020-02-19  9633.387 -0.61992246  5.010661e-02 -0.60013045 -0.604284168
## 51  2020-02-20  9608.476 -0.62137126  2.337065e-03 -0.60516454 -0.608555942
## 52  2020-02-21  9686.441 -0.61683687 -7.297393e-03 -0.61036289 -0.610626174
## 53  2020-02-22  9663.182 -0.61818963  2.193055e-03 -0.61224260 -0.612517038
## 54  2020-02-23  9924.516 -0.60299079 -2.458605e-02 -0.61232500 -0.610135475
## 55  2020-02-24  9650.175 -0.61894609  2.646028e-02 -0.61265707 -0.612338128
## 56  2020-02-25  9341.705 -0.63688628  2.898507e-02 -0.61930620 -0.618475167
## 57  2020-02-26  8820.522 -0.66719758  4.759295e-02 -0.62605979 -0.630655771
## 58  2020-02-27  8784.494 -0.66929294  3.140539e-03 -0.63290574 -0.640315064
## 59  2020-02-28  8672.455 -0.67580899  9.735715e-03 -0.64133033 -0.649188545
## 60  2020-02-29  8599.509 -0.68005145  6.277603e-03 -0.65016773 -0.656904271
## 61  2020-03-01  8562.454 -0.68220650  3.168954e-03 -0.66148426 -0.663229828
## 62  2020-03-02  8869.670 -0.66433923 -2.619041e-02 -0.66796900 -0.663507179
## 63  2020-03-03  8787.786 -0.66910148  7.168407e-03 -0.67257117 -0.664905755
## 64  2020-03-04  8755.246 -0.67099397  2.828399e-03 -0.67311351 -0.666427809
## 65  2020-03-05  9078.763 -0.65217867 -2.804094e-02 -0.67066861 -0.662865524
## 66  2020-03-06  9122.546 -0.64963230 -3.904411e-03 -0.66692909 -0.659557217
## 67  2020-03-07  8909.954 -0.66199636  1.903240e-02 -0.66434979 -0.660167002
## 68  2020-03-08  8108.116 -0.70863020  7.044426e-02 -0.66812460 -0.672282801
## 69  2020-03-09  7923.645 -0.71935883  1.513996e-02 -0.67598454 -0.684051808
## 70  2020-03-10  7909.729 -0.72016811  1.125002e-03 -0.68327978 -0.693080883
## 71  2020-03-11  7911.430 -0.72006920 -1.373423e-04 -0.69029052 -0.699827962
## 72  2020-03-12  4970.788 -0.89109309  2.375104e-01 -0.72442115 -0.747644245
## 73  2020-03-13  5563.707 -0.85660970 -3.869785e-02 -0.75398936 -0.774885609
## 74  2020-03-14  5200.366 -0.87774113  2.466867e-02 -0.78481004 -0.800599489
## 75  2020-03-15  5392.315 -0.86657764 -1.271843e-02 -0.80737396 -0.817094028
## 76  2020-03-16  5014.480 -0.88855203  2.535767e-02 -0.83154442 -0.834958528
## 77  2020-03-17  5225.629 -0.87627186 -1.382043e-02 -0.85384495 -0.845286860
## 78  2020-03-18  5238.438 -0.87552690 -8.501465e-04 -0.87605319 -0.852846869
## 79  2020-03-19  6191.193 -0.82011595 -6.328869e-02 -0.86591360 -0.844664139
## 80  2020-03-20  6198.778 -0.81967479 -5.379237e-04 -0.86063718 -0.838416801
## 81  2020-03-21  6185.066 -0.82047226  9.729065e-04 -0.85245592 -0.833930665
## 82  2020-03-22  5830.255 -0.84110763  2.515060e-02 -0.84881734 -0.835724906
## 83  2020-03-23  6416.315 -0.80702314 -4.052333e-02 -0.83717036 -0.828549465
## 84  2020-03-24  6734.804 -0.78850025 -2.295212e-02 -0.82463156 -0.818537163
## 85  2020-03-25  6681.063 -0.79162574  3.963842e-03 -0.81264568 -0.811809308
## 86  2020-03-26  6716.440 -0.78956824 -2.599089e-03 -0.80828172 -0.806249041
## 87  2020-03-27  6469.798 -0.80391262  1.816737e-02 -0.80602998 -0.805664935
## 88  2020-03-28  6242.194 -0.81714980  1.646594e-02 -0.80555535 -0.808536151
## 89  2020-03-29  5922.043 -0.83576935  2.278598e-02 -0.80479274 -0.815344452
## 90  2020-03-30  6429.842 -0.80623644 -3.533620e-02 -0.80468035 -0.813067449
## 91  2020-03-31  6438.645 -0.80572448 -6.349942e-04 -0.80714095 -0.811231708
## 92  2020-04-01  6606.776 -0.79594616 -1.213607e-02 -0.80775816 -0.807410320
## 93  2020-04-02  6793.625 -0.78507931 -1.365274e-02 -0.80711688 -0.801827568
## 94  2020-04-03  6733.387 -0.78858264  4.462381e-03 -0.80492688 -0.798516335
## 95  2020-04-04  6867.527 -0.78078122 -9.892958e-03 -0.79973137 -0.794082557
## 96  2020-04-05  6791.129 -0.78522443  5.690717e-03 -0.79251067 -0.791868024
## 97  2020-04-06  7271.781 -0.75727034 -3.560012e-02 -0.78551551 -0.783218604
## 98  2020-04-07  7176.415 -0.76281675  7.324204e-03 -0.77938583 -0.778118139
## 99  2020-04-08  7334.099 -0.75364605 -1.202215e-02 -0.77334296 -0.772000116
## 100 2020-04-09  7302.089 -0.75550766  2.470149e-03 -0.76911844 -0.767877003
## 101 2020-04-10  6865.493 -0.78089953  3.360901e-02 -0.76802085 -0.771132634
## 102 2020-04-11  6859.083 -0.78127233  4.774062e-04 -0.76809101 -0.773667559
## 103 2020-04-12  6971.092 -0.77475805 -8.338046e-03 -0.76659582 -0.773940181
## 104 2020-04-13  6845.038 -0.78208920  9.462499e-03 -0.77014137 -0.775977435
## 105 2020-04-14  6842.428 -0.78224098  1.940780e-04 -0.77291626 -0.777543321
## 106 2020-04-15  6642.110 -0.79389121  1.489340e-02 -0.77866557 -0.781630293
## 107 2020-04-16  7116.804 -0.76628361 -3.477504e-02 -0.78020499 -0.777793621
## 108 2020-04-17  7187.235 -0.76218746 -5.345463e-03 -0.77753183 -0.773892082
## 109 2020-04-18  7257.665 -0.75809132 -5.374191e-03 -0.77422026 -0.769941892
## 110 2020-04-19  7189.425 -0.76206009  5.235204e-03 -0.77240627 -0.767971441
## 111 2020-04-20  6881.958 -0.77994192  2.346513e-02 -0.77209951 -0.770964062
## 112 2020-04-21  6880.323 -0.78003703  1.219376e-04 -0.77178466 -0.773232304
## 113 2020-04-22  7117.208 -0.76626015 -1.766183e-02 -0.76783737 -0.771489265
## 114 2020-04-23  7429.725 -0.74808456 -2.371986e-02 -0.76523751 -0.765638090
## 115 2020-04-24  7550.901 -0.74103711 -9.420664e-03 -0.76221603 -0.759487845
## 116 2020-04-25  7569.936 -0.73993005 -1.493933e-03 -0.75962156 -0.754598397
## 117 2020-04-26  7679.867 -0.73353660 -8.640617e-03 -0.75554678 -0.749332948
## 118 2020-04-27  7795.601 -0.72680567 -9.175999e-03 -0.74795588 -0.743701128
## 119 2020-04-28  7807.059 -0.72613931 -9.168260e-04 -0.74025621 -0.739310674
## 120 2020-04-29  8801.038 -0.66833077 -7.961082e-02 -0.72626630 -0.721565698
## 121 2020-04-30  8658.554 -0.67661747  1.239911e-02 -0.71605671 -0.710328642
## 122 2020-05-01  8864.767 -0.66462440 -1.772504e-02 -0.70514061 -0.698902582
## 123 2020-05-02  8988.597 -0.65742261 -1.083589e-02 -0.69335383 -0.688532588
## 124 2020-05-03  8897.469 -0.66272249  8.061605e-03 -0.68323753 -0.682080063
## 125 2020-05-04  8912.654 -0.66183932 -1.332642e-03 -0.67395662 -0.677019876
## 126 2020-05-05  9003.070 -0.65658084 -7.945247e-03 -0.66401970 -0.671910117
## 127 2020-05-06  9268.762 -0.64112857 -2.353444e-02 -0.66013367 -0.664214731
## 128 2020-05-07  9951.519 -0.60142033 -6.193491e-02 -0.64939122 -0.648516131
## 129 2020-05-08  9842.666 -0.60775105  1.052628e-02 -0.64126646 -0.638324862
## 130 2020-05-09  9593.896 -0.62221916  2.380598e-02 -0.63623739 -0.634298437
## 131 2020-05-10  8756.431 -0.67092508  7.827775e-02 -0.63740919 -0.643455097
## 132 2020-05-11  8601.796 -0.67991843  1.340441e-02 -0.63999192 -0.652570931
## 133 2020-05-12  8804.478 -0.66813073 -1.733693e-02 -0.64164191 -0.656460882
## 134 2020-05-13  9269.987 -0.64105730 -4.052117e-02 -0.64163173 -0.652609986
## 135 2020-05-14  9733.722 -0.61408711 -4.207141e-02 -0.64344127 -0.642979267
## 136 2020-05-15  9328.197 -0.63767188  3.840623e-02 -0.64771567 -0.641652421
## 137 2020-05-16  9377.014 -0.63483278 -4.452287e-03 -0.64951762 -0.639947511
## 138 2020-05-17  9670.739 -0.61775009 -2.690897e-02 -0.64192119 -0.634398155
## 139 2020-05-18  9726.575 -0.61450274 -5.256729e-03 -0.63257609 -0.629424302
## 140 2020-05-19  9729.038 -0.61435950 -2.330966e-04 -0.62489449 -0.625658103
## 141 2020-05-20  9522.981 -0.62634349  1.950647e-02 -0.62279251 -0.625829449
## 142 2020-05-21  9081.762 -0.65200425  4.096915e-02 -0.62820925 -0.632373149
## 143 2020-05-22  9182.577 -0.64614096 -8.992723e-03 -0.62941912 -0.635815101
## 144 2020-05-23  9209.287 -0.64458754 -2.404145e-03 -0.63081265 -0.638008211
## 145 2020-05-24  8790.368 -0.66895132  3.779747e-02 -0.63812711 -0.645743987
## 146 2020-05-25  8906.935 -0.66217197 -1.013429e-02 -0.64493700 -0.649850982
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## 339 2020-12-04 18699.766 -0.09263374  8.801738e-01 -0.08622275 -0.086512836
## 340 2020-12-05 19154.230 -0.06620266 -2.853289e-01 -0.07428513 -0.081435292
## 341 2020-12-06 19345.121 -0.05510071 -1.676964e-01 -0.06458395 -0.074851646
## 342 2020-12-07 19191.631 -0.06402750  1.620086e-01 -0.06819149 -0.072145610
## 343 2020-12-08 18321.145 -0.11465385  7.906969e-01 -0.07219492 -0.082772668
## 344 2020-12-09 18553.916 -0.10111616 -1.180744e-01 -0.07757190 -0.087358541
## 345 2020-12-10 18264.992 -0.11791959  1.661795e-01 -0.08737917 -0.094998804
## 346 2020-12-11 18058.904 -0.12990539  1.016439e-01 -0.09270369 -0.103725451
## 347 2020-12-12 18803.656 -0.08659160 -3.334257e-01 -0.09561640 -0.099441987
## 348 2020-12-13 19142.383 -0.06689170 -2.275035e-01 -0.09730083 -0.091304416
## 349 2020-12-14 19246.645 -0.06082798 -9.064988e-02 -0.09684375 -0.083685306
## 350 2020-12-15 19417.076 -0.05091590 -1.629527e-01 -0.08773833 -0.075492954
## 351 2020-12-16 21310.598  0.05920883 -2.162875e+00 -0.06483476 -0.041817507
## 352 2020-12-17 22805.162  0.14613074  1.468056e+00 -0.02711328  0.005169556
## 353 2020-12-18 23137.961  0.16548589  1.324509e-01  0.01508547  0.045248639
## 354 2020-12-19 23869.832  0.20805055  2.572102e-01  0.05717721  0.085949118
## 355 2020-12-20 23477.295  0.18522111 -1.097303e-01  0.09319332  0.110767116
## 356 2020-12-21 22803.082  0.14600977 -2.117002e-01  0.12274157  0.119577779
## 357 2020-12-22 23783.029  0.20300222  3.903331e-01  0.15901559  0.140433889
## 358 2020-12-23 23241.346  0.17149861 -1.551885e-01  0.17505699  0.148200070
## 359 2020-12-24 23735.949  0.20026410  1.677302e-01  0.18279032  0.161216079
## 360 2020-12-25 24664.791  0.25428433  2.697449e-01  0.19547581  0.184483141
## 361 2020-12-26 26437.037  0.35735584  4.053396e-01  0.21680514  0.227701315
## 362 2020-12-27 26272.295  0.34777465 -2.681134e-02  0.24002707  0.257719649
## 363 2020-12-28 27084.809  0.39502938  1.358774e-01  0.27560130  0.292047081
## 364 2020-12-29 27362.438  0.41117591  4.087426e-02  0.30534040  0.321829289
## 365 2020-12-30 28840.953  0.49716445  2.091283e-01  0.35186409  0.365663079
## 366 2020-12-31 29001.721  0.50651448  1.880672e-02  0.39561415  0.400875928
## 367 2021-01-01 29374.152  0.52817461  4.276311e-02  0.43474133  0.432700600
## 368 2021-01-02 32127.268  0.68829219  3.031527e-01  0.48201795  0.496598498
## 369 2021-01-03 32782.023  0.72637193  5.532497e-02  0.53610328  0.554041857
## 370 2021-01-04 31971.914  0.67925703 -6.486333e-02  0.57670723  0.585345651
## 371 2021-01-05 33992.430  0.79676758  1.729986e-01  0.63179175  0.638201133
## 372 2021-01-06 36824.363  0.96146913  2.067122e-01  0.69812099  0.719018131
## 373 2021-01-07 39371.043  1.10958068  1.540471e-01  0.78427331  0.816658768
## 374 2021-01-08 40797.609  1.19254792  7.477350e-02  0.87918378  0.910631055
## 375 2021-01-09 40254.547  1.16096411 -2.648431e-02  0.94670834  0.973214319
## 376 2021-01-10 38356.441  1.05057278 -9.508591e-02  0.99302275  0.992553935
## 377 2021-01-11 35566.656  0.88832253 -1.544398e-01  1.02288925  0.966496084
## 378 2021-01-12 33922.961  0.79272737 -1.076131e-01  1.02231207  0.923053905
## 379 2021-01-13 37316.359  0.99008297  2.489577e-01  1.02639977  0.939811172
## 380 2021-01-14 39187.328  1.09889607  1.099030e-01  1.02487339  0.979582396
## 381 2021-01-15 36825.367  0.96152751 -1.250060e-01  0.99187048  0.975068675
## 382 2021-01-16 36178.141  0.92388566 -3.914797e-02  0.95800213  0.962272922
## 383 2021-01-17 35791.277  0.90138620 -2.435308e-02  0.93668976  0.947051241
## 384 2021-01-18 36630.074  0.95016953  5.412034e-02  0.94552504  0.947830813
## 385 2021-01-19 36069.805  0.91758499 -3.429340e-02  0.96336185  0.940269356
## 386 2021-01-20 35547.750  0.88722297 -3.308905e-02  0.94866756  0.927007760
## 387 2021-01-21 30825.699  0.61259468 -3.095369e-01  0.87919593  0.848404490
## 388 2021-01-22 33005.762  0.73938426  2.069714e-01  0.84746118  0.821149432
## 389 2021-01-23 32067.643  0.68482448 -7.379083e-02  0.81330959  0.787068194
## 390 2021-01-24 32289.379  0.69772037  1.883095e-02  0.78421447  0.764731239
## 391 2021-01-25 32366.393  0.70219939  6.419498e-03  0.74879016  0.749098276
## 392 2021-01-26 32569.850  0.71403218  1.685105e-02  0.71971119  0.740331753
## 393 2021-01-27 30432.547  0.58972945 -1.740856e-01  0.67721212  0.702681178
## 394 2021-01-28 31649.605  0.66051199  1.200254e-01  0.68405745  0.692138881
## 395 2021-01-29 34316.387  0.81560849  2.348126e-01  0.69494662  0.723006284
## 396 2021-01-30 34269.523  0.81288299 -3.341685e-03  0.71324070  0.745475459
## 397 2021-01-31 33114.359  0.74570016 -8.264760e-02  0.72009495  0.745531634
## 398 2021-02-01 33537.176  0.77029061  3.297632e-02  0.72982227  0.751721377
## 399 2021-02-02 35510.289  0.88504429  1.489745e-01  0.75425257  0.785052105
## 400 2021-02-03 37472.090  0.99914005  1.289153e-01  0.81273980  0.838574092
## 401 2021-02-04 36926.066  0.96738405 -3.178334e-02  0.85657866  0.870776581
## 402 2021-02-05 38144.309  1.03823542  7.324017e-02  0.88838251  0.912641290
## 403 2021-02-06 39266.012  1.10347220  6.283429e-02  0.92989525  0.960349018
## 404 2021-02-07 38903.441  1.08238559 -1.910933e-02  0.97799317  0.990858160
## 405 2021-02-08 46196.465  1.50653828  3.918684e-01  1.08317141  1.119778190
## 406 2021-02-09 46481.105  1.52309261  1.098832e-02  1.17432117  1.220606794
## 407 2021-02-10 44918.184  1.43219512 -5.967956e-02  1.23618618  1.273503874
## 408 2021-02-11 47909.332  1.60615639  1.214648e-01  1.32743937  1.356667004
## 409 2021-02-12 47504.852  1.58263234 -1.464618e-02  1.40521036  1.413158337
## 410 2021-02-13 47105.516  1.55940748 -1.467483e-02  1.47034397  1.449720623
## 411 2021-02-14 48717.289  1.65314611  6.011170e-02  1.55188119  1.500576996
## 412 2021-02-15 47945.059  1.60823420 -2.716754e-02  1.56640918  1.527491297
## 413 2021-02-16 49199.871  1.68121245  4.537788e-02  1.58899773  1.565921586
## 414 2021-02-17 52149.008  1.85273038  1.020204e-01  1.64907419  1.637623786
## 415 2021-02-18 51679.797  1.82544169 -1.472891e-02  1.68040067  1.684578261
## 416 2021-02-19 55888.133  2.07019300  1.340779e-01  1.75005219  1.780981945
## 417 2021-02-20 56099.520  2.08248697  5.938565e-03  1.82477783  1.856358202
## 418 2021-02-21 57539.945  2.16626025  4.022752e-02  1.89807985  1.933833713
## 419 2021-02-22 54207.320  1.97243914 -8.947268e-02  1.95010913  1.943485070
## 420 2021-02-23 48824.426  1.65937705 -1.587183e-01  1.94698978  1.872458064
## 421 2021-02-24 49705.332  1.71060940  3.087445e-02  1.92668678  1.831995898
## 422 2021-02-25 47093.852  1.55872912 -8.878724e-02  1.88858499  1.763679202
## 423 2021-02-26 46339.762  1.51487224 -2.813630e-02  1.80925345  1.701477461
## 424 2021-02-27 46188.453  1.50607233 -5.809011e-03  1.72690850  1.652626178
## 425 2021-02-28 45137.770  1.44496595 -4.057334e-02  1.62386646  1.600711120
## 426 2021-03-01 49631.242  1.70630043  1.808586e-01  1.58584664  1.627108448
## 427 2021-03-02 48378.988  1.63347098 -4.268266e-02  1.58214578  1.628699082
## 428 2021-03-03 50538.242  1.75905036  7.687886e-02  1.58906592  1.661286902
## 429 2021-03-04 48561.168  1.64406632 -6.536712e-02  1.60125694  1.656981756
## 430 2021-03-05 48927.305  1.66536035  1.295205e-02  1.62275525  1.659076404
## 431 2021-03-06 48912.383  1.66449251 -5.211105e-04  1.64538670  1.660430431
## 432 2021-03-07 51206.691  1.79792649  8.016496e-02  1.69580964  1.694804447
## 433 2021-03-08 52246.523  1.85840176  3.363612e-02  1.71753840  1.735703776
## 434 2021-03-09 54824.117  2.00831124  8.066581e-02  1.77108701  1.803855642
## 435 2021-03-10 56008.551  2.07719635  3.430002e-02  1.81653643  1.872190819
## 436 2021-03-11 57805.121  2.18168252  5.030154e-02  1.89333875  1.949563745
## 437 2021-03-12 57332.090  2.15417165 -1.260994e-02  1.96316893  2.000715720
## 438 2021-03-13 61243.086  2.38163006  1.055897e-01  2.06561715  2.095944304
## 439 2021-03-14 59302.316  2.26875744 -4.739301e-02  2.13287872  2.139147589
## 440 2021-03-15 55907.199  2.07130187 -8.703247e-02  2.16329302  2.122186160
## 441 2021-03-16 56804.902  2.12351111  2.520600e-02  2.17975014  2.122517398
## 442 2021-03-17 58870.895  2.24366651  5.658336e-02  2.20353160  2.152804676
## 443 2021-03-18 57858.922  2.18481151 -2.623162e-02  2.20397859  2.160806384
## 444 2021-03-19 58346.652  2.21317727  1.298316e-02  2.21240797  2.173899106
## 445 2021-03-20 58313.645  2.21125758 -8.673915e-04  2.18806904  2.183238725
## 446 2021-03-21 57523.422  2.16529927 -2.078379e-02  2.17328930  2.178753860
## 447 2021-03-22 54529.145  1.99115602 -8.042456e-02  2.16183990  2.131854400
## 448 2021-03-23 54738.945  2.00335776  6.127967e-03  2.14467513  2.099730239
## 449 2021-03-24 52774.266  1.88909456 -5.703584e-02  2.09402199  2.047071319
## 450 2021-03-25 51704.160  1.82685863 -3.294485e-02  2.04288587  1.992018145
## 451 2021-03-26 55137.312  2.02652627  1.092956e-01  2.01622144  2.000645177
## 452 2021-03-27 55973.512  2.07515852  2.399784e-02  1.99677872  2.019273513
## 453 2021-03-28 55950.746  2.07383450 -6.380327e-04  1.98371232  2.032913760
## 454 2021-03-29 57750.199  2.17848834  5.046393e-02  2.01047408  2.069307405
## 455 2021-03-30 58917.691  2.24638816  3.116832e-02  2.04519271  2.113577593
## 456 2021-03-31 58918.832  2.24645449  2.953063e-05  2.09624413  2.146796818
## 457 2021-04-01 59095.809  2.25674722  4.581764e-03  2.15765679  2.174284418
## 458 2021-04-02 59384.312  2.27352623  7.435042e-03  2.19294249  2.199094871
## 459 2021-04-03 57603.891  2.16997922 -4.554467e-02  2.20648831  2.191815959
## 460 2021-04-04 58758.555  2.23713297  3.094672e-02  2.22981666  2.203145213
## 461 2021-04-05 59057.879  2.25454128  7.781524e-03  2.24068137  2.215994229
## 462 2021-04-06 58192.359  2.20420380 -2.232715e-02  2.23465503  2.213046621
## 463 2021-04-07 56048.938  2.07954519 -5.655494e-02  2.21081084  2.179671262
## 464 2021-04-08 58323.953  2.21185712  6.362542e-02  2.20439797  2.187717725
## 465 2021-04-09 58245.004  2.20726553 -2.075895e-03  2.19493216  2.192604677
## 466 2021-04-10 59793.234  2.29730859  4.079394e-02  2.21312207  2.218780655
## 467 2021-04-11 60204.965  2.32125429  1.042337e-02  2.22513940  2.244399065
## 468 2021-04-12 59893.453  2.30313718 -7.804881e-03  2.23208167  2.259083594
## 469 2021-04-13 63503.457  2.51309028  9.115962e-02  2.27620831  2.322585265
## 470 2021-04-14 63109.695  2.49018961 -9.112552e-03  2.33487180  2.364486352
## 471 2021-04-15 63314.012  2.50207239  4.771835e-03  2.37633113  2.398882861
## 472 2021-04-16 61572.789  2.40080516 -4.047334e-02  2.40397964  2.399363436
## 473 2021-04-17 60683.820  2.34910390 -2.153497e-02  2.41137897  2.386798552
## 474 2021-04-18 56216.184  2.08927200 -1.106089e-01  2.37823865  2.312416914
## 475 2021-04-19 55724.266  2.06066270 -1.369343e-02  2.34359943  2.249478359
## 476 2021-04-20 56473.031  2.10420992  2.113263e-02  2.28518795  2.213161250
## 477 2021-04-21 53906.090  1.95491997 -7.094822e-02  2.20872086  2.148600931
## 478 2021-04-22 51762.273  1.83023842 -6.377834e-02  2.11274458  2.069010303
## 479 2021-04-23 51093.652  1.79135229 -2.124648e-02  2.02567989  1.999595800
## 480 2021-04-24 50050.867  1.73070527 -3.385544e-02  1.93733722  1.932373168
## 481 2021-04-25 49004.254  1.66983561 -3.517044e-02  1.87741774  1.866738779
## 482 2021-04-26 54021.754  1.96164684  1.747545e-01  1.86327262  1.890465795
## 483 2021-04-27 55033.117  2.02046641  2.998479e-02  1.85130926  1.922965948
## 484 2021-04-28 54824.703  2.00834532 -5.999154e-03  1.85894145  1.944310791
## 485 2021-04-29 53555.109  1.93450741 -3.676554e-02  1.87383702  1.941859945
## 486 2021-04-30 57750.176  2.17848698  1.261197e-01  1.92914198  2.001016703
## 
## [[4]]
##           Date         Oil     Oil_std       Oil_ROC      Oil_7MA     Oil_7EMA
## 1   2020-01-01  61.1200005  1.27659394            NA  1.276593943  1.276593943
## 2   2020-01-02  61.1800000  1.28111301  0.0035399395  1.278853476  1.277723709
## 3   2020-01-03  63.0499990  1.42195831  0.1099397949  1.326555087  1.313782359
## 4   2020-01-04  63.1233327  1.42748168  0.0038843426  1.351786736  1.342207190
## 5   2020-01-05  63.1966663  1.43300506  0.0038693128  1.368030400  1.364906657
## 6   2020-01-06  63.2700000  1.43852843  0.0038543990  1.379780071  1.383312100
## 7   2020-01-07  62.7000010  1.39559703 -0.0298439727  1.382039636  1.386383331
## 8   2020-01-08  59.6100010  1.16286322 -0.1667628978  1.365792391  1.330503304
## 9   2020-01-09  59.5600010  1.15909730 -0.0032384885  1.348361575  1.287651804
## 10  2020-01-10  59.0400010  1.11993174 -0.0337897079  1.305214923  1.245721789
## 11  2020-01-11  58.7200013  1.09582989 -0.0215208272  1.257836095  1.208248813
## 12  2020-01-12  58.4000017  1.07172803 -0.0219941597  1.206225091  1.174118617
## 13  2020-01-13  58.0800020  1.04762617 -0.0224887816  1.150381911  1.142495505
## 14  2020-01-14  58.2300000  1.05892378  0.0107840059  1.102285733  1.121602573
## 15  2020-01-15  57.8100010  1.02729013 -0.0298733925  1.082918149  1.098024463
## 16  2020-01-16  58.5200000  1.08076611  0.0520553786  1.071727978  1.093709874
## 17  2020-01-17  58.5400010  1.08227255  0.0013938659  1.066348094  1.090850544
## 18  2020-01-18  58.4900008  1.07850661 -0.0034796577  1.063873340  1.087764561
## 19  2020-01-19  58.4400005  1.07474068 -0.0034918080  1.064303719  1.084508590
## 20  2020-01-20  58.3900002  1.07097474 -0.0035040434  1.067639228  1.081125127
## 21  2020-01-21  58.3400000  1.06720880 -0.0035163649  1.068822803  1.077646045
## 22  2020-01-22  56.7400020  0.94669954 -0.1129200421  1.057309861  1.044909418
## 23  2020-01-23  55.5900000  0.86008325 -0.0914929056  1.025783737  0.998702875
## 24  2020-01-24  54.1899990  0.75463743 -0.1225995419  0.978978721  0.937686515
## 25  2020-01-25  53.8399990  0.72827600 -0.0349325821  0.928945776  0.885333886
## 26  2020-01-26  53.4899990  0.70191457 -0.0361970381  0.875684903  0.839479056
## 27  2020-01-27  53.1399990  0.67555313 -0.0375564712  0.819196102  0.798497575
## 28  2020-01-28  53.4800000  0.70116146  0.0379071970  0.766903624  0.774163545
## 29  2020-01-29  53.3300020  0.68986385 -0.0161127038  0.730212812  0.753088622
## 30  2020-01-30  52.1399990  0.60023475 -0.1299228855  0.693091598  0.714875153
## 31  2020-01-31  51.5600010  0.55655024 -0.0727790448  0.664793427  0.675293924
## 32  2020-02-01  51.0766677  0.52014635 -0.0654098819  0.635060620  0.636507031
## 33  2020-02-02  50.5933343  0.48374247 -0.0699877739  0.603893177  0.598315890
## 34  2020-02-03  50.1100010  0.44733858 -0.0752546816  0.571291099  0.560571562
## 35  2020-02-04  49.6100010  0.40967939 -0.0841849848  0.529650803  0.522848519
## 36  2020-02-05  50.7500000  0.49554227  0.2095855537  0.501890578  0.516021957
## 37  2020-02-06  50.9500010  0.51060602  0.0303985207  0.489086474  0.514667973
## 38  2020-02-07  50.3200000  0.46315537 -0.0929300765  0.475744350  0.501789822
## 39  2020-02-08  50.0700000  0.44432577 -0.0406550311  0.464912838  0.487423809
## 40  2020-02-09  49.8200000  0.42549617 -0.0423779062  0.456591939  0.471941900
## 41  2020-02-10  49.5700000  0.40666658 -0.0442532670  0.450781653  0.455623070
## 42  2020-02-11  49.9399990  0.43453431  0.0685272111  0.454332355  0.450350879
## 43  2020-02-12  51.1699980  0.52717584  0.2131972897  0.458851437  0.469557119
## 44  2020-02-13  51.4199980  0.54600544  0.0357178656  0.463908496  0.488669199
## 45  2020-02-14  52.0499990  0.59345609  0.0869050994  0.482522886  0.514865922
## 46  2020-02-15  52.0499990  0.59345609  0.0000000000  0.503827218  0.534513465
## 47  2020-02-16  52.0499990  0.59345609  0.0000000000  0.527821492  0.549249122
## 48  2020-02-17  52.0499990  0.59345609  0.0000000000  0.554505708  0.560300865
## 49  2020-02-18  52.0499990  0.59345609  0.0000000000  0.577208821  0.568589672
## 50  2020-02-19  53.2900010  0.68685104  0.1573746514  0.600019564  0.598155014
## 51  2020-02-20  53.7799990  0.72375690  0.0537319667  0.625412629  0.629555485
## 52  2020-02-21  53.3800010  0.69362969 -0.0416261355  0.639723144  0.645574037
## 53  2020-02-22  52.7300007  0.64467272 -0.0705808512  0.647039804  0.645348708
## 54  2020-02-23  52.0800003  0.59571575 -0.0759408188  0.647362612  0.632940467
## 55  2020-02-24  51.4300000  0.54675877 -0.0821817697  0.640691566  0.611395043
## 56  2020-02-25  49.9000020  0.43152180 -0.2107638355  0.617558095  0.566426731
## 57  2020-02-26  48.7300000  0.34339914 -0.2042136920  0.568493537  0.510669833
## 58  2020-02-27  47.0900000  0.21987699 -0.3597043073  0.496510693  0.437971622
## 59  2020-02-28  44.7599980  0.04438500 -0.7981371094  0.403761452  0.339574967
## 60  2020-02-29  45.4233320  0.09434625  1.1256334235  0.325143384  0.278267788
## 61  2020-03-01  46.0866660  0.14430749  0.5295519966  0.260656491  0.244777714
## 62  2020-03-02  46.7500000  0.19426874  0.3462137919  0.210300772  0.232150470
## 63  2020-03-03  47.1800000  0.22665564  0.1667118713  0.181034179  0.230776763
## 64  2020-03-04  46.7799990  0.19652821 -0.1329215910  0.160052618  0.222214626
## 65  2020-03-05  45.9000020  0.13024826 -0.3372541275  0.147248515  0.199223035
## 66  2020-03-06  41.2799990 -0.21772289 -2.6715992193  0.109804529  0.094986553
## 67  2020-03-07  37.8966657 -0.47255009  1.1704198487  0.028819338 -0.046897608
## 68  2020-03-08  34.5133323 -0.72737729  0.5392596503 -0.095707059 -0.217017528
## 69  2020-03-09  31.1299990 -0.98220448  0.3503370274 -0.263774662 -0.408314267
## 70  2020-03-10  34.3600010 -0.73892596 -0.2476862329 -0.401714891 -0.490967189
## 71  2020-03-11  32.9800000 -0.84286540  0.1406628681 -0.550199693 -0.578941742
## 72  2020-03-12  31.5000000 -0.95433661  0.1322526791 -0.705140388 -0.672790458
## 73  2020-03-13  31.7300000 -0.93701338 -0.0181521153 -0.807896172 -0.738846188
## 74  2020-03-14  30.7200003 -1.01308492  0.0811851183 -0.885115433 -0.807405871
## 75  2020-03-15  29.7100007 -1.08915646  0.0750890083 -0.936798173 -0.877843519
## 76  2020-03-16  28.7000010 -1.16522800  0.0698444572 -0.962944390 -0.949689641
## 77  2020-03-17  26.9500010 -1.29703518  0.1131170639 -1.042674279 -1.036526024
## 78  2020-03-18  20.3700010 -1.79263014  0.3820983202 -1.178354955 -1.225552053
## 79  2020-03-19  25.2199990 -1.42733613 -0.2037754473 -1.245926316 -1.275998072
## 80  2020-03-20  22.4300000 -1.63747434  0.1472240558 -1.345992168 -1.366367140
## 81  2020-03-21  22.7400003 -1.61412562 -0.0142589861 -1.431855125 -1.428306760
## 82  2020-03-22  23.0500007 -1.59077690 -0.0144652459 -1.503515186 -1.468924294
## 83  2020-03-23  23.3600010 -1.56742817 -0.0146775604 -1.560972353 -1.493550263
## 84  2020-03-24  24.0100000 -1.51847130 -0.0312338866 -1.592606085 -1.499780522
## 85  2020-03-25  24.4900000 -1.48231847 -0.0238086976 -1.548275847 -1.495415010
## 86  2020-03-26  22.6000000 -1.62467022  0.0960331716 -1.576466431 -1.527728812
## 87  2020-03-27  21.5100000 -1.70676726  0.0505315090 -1.586365419 -1.572488423
## 88  2020-03-28  21.0366667 -1.74241796  0.0208878517 -1.604692896 -1.614970806
## 89  2020-03-29  20.5633333 -1.77806866  0.0204604764 -1.631448862 -1.655745269
## 90  2020-03-30  20.0900000 -1.81371936  0.0200502389 -1.666633317 -1.695238792
## 91  2020-03-31  20.4800000 -1.78434519 -0.0161955428 -1.704615302 -1.717515392
## 92  2020-04-01  20.3099990 -1.79714939  0.0071758539 -1.749591147 -1.737423892
## 93  2020-04-02  25.3200000 -1.41980422 -0.2099687301 -1.720324576 -1.658018973
## 94  2020-04-03  28.3400000 -1.19234270 -0.1602062559 -1.646835353 -1.541599904
## 95  2020-04-04  27.5866667 -1.24908255  0.0475868631 -1.576358866 -1.468470565
## 96  2020-04-05  26.8333333 -1.30582240  0.0454252194 -1.508895114 -1.427808522
## 97  2020-04-06  26.0800000 -1.36256224  0.0434514287 -1.444444097 -1.411496953
## 98  2020-04-07  23.6299990 -1.54709236  0.1354287594 -1.410550836 -1.445395804
## 99  2020-04-08  25.0900000 -1.43712744 -0.0710784423 -1.359119129 -1.443328714
## 100 2020-04-09  22.7600000 -1.61261928  0.1221129231 -1.386664138 -1.485651355
## 101 2020-04-10  22.6725000 -1.61920964  0.0040867418 -1.447645129 -1.519040925
## 102 2020-04-11  22.5850000 -1.62579999  0.0040701083 -1.501461907 -1.545730692
## 103 2020-04-12  22.4975000 -1.63239035  0.0040536096 -1.548114472 -1.567395607
## 104 2020-04-13  22.4100000 -1.63898071  0.0040372442 -1.587602825 -1.585291883
## 105 2020-04-14  20.1100010 -1.81221292  0.1056950854 -1.625477190 -1.642022142
## 106 2020-04-15  19.8700010 -1.83028933  0.0099747727 -1.681643174 -1.689088939
## 107 2020-04-16  19.8700010 -1.83028933  0.0000000000 -1.712738895 -1.724389036
## 108 2020-04-17  18.2700000 -1.95079882  0.0658417697 -1.760108779 -1.780991482
## 109 2020-04-18  -0.3633337 -3.35423138  0.7194143004 -2.007027549 -2.174301457
## 110 2020-04-19 -18.9966673 -4.75766395  0.4184066052 -2.453495206 -2.820142081
## 111 2020-04-20 -37.6300010 -6.16109652  0.2949835426 -3.099511749 -3.655380690
## 112 2020-04-21  10.0100000 -2.57292866 -0.5823911123 -3.208185427 -3.384767683
## 113 2020-04-22  13.7800000 -2.28897836 -0.1103607375 -3.273712432 -3.110820352
## 114 2020-04-23  16.5000000 -2.08411236 -0.0895010657 -3.309972864 -2.854143353
## 115 2020-04-24  16.9400010 -2.05097219 -0.0159013327 -3.324283346 -2.653350563
## 116 2020-04-25  15.5533340 -2.15541371  0.0509229316 -3.153023678 -2.528866349
## 117 2020-04-26  14.1666670 -2.25985523  0.0484554386 -2.796193860 -2.461613568
## 118 2020-04-27  12.7800000 -2.36429674  0.0462160210 -2.253793892 -2.437284362
## 119 2020-04-28  12.3400000 -2.39743683  0.0140168905 -2.228723630 -2.427322479
## 120 2020-04-29  15.0600000 -2.19257083 -0.0854520961 -2.214951126 -2.368634566
## 121 2020-04-30  18.8400000 -1.90786734 -0.1298491639 -2.189773266 -2.253442759
## 122 2020-05-01  19.7800010 -1.83706798 -0.0371091606 -2.159215522 -2.149349065
## 123 2020-05-02  19.9833337 -1.82175330 -0.0083364839 -2.111549749 -2.067450123
## 124 2020-05-03  20.1866663 -1.80643861 -0.0084065651 -2.046775947 -2.002197244
## 125 2020-05-04  20.3899990 -1.79112392 -0.0084778346 -1.964894115 -1.949428913
## 126 2020-05-05  24.5599990 -1.47704626 -0.1753522772 -1.833409748 -1.831333251
## 127 2020-05-06  23.9900000 -1.51997767  0.0290657133 -1.737325011 -1.753494354
## 128 2020-05-07  23.5499990 -1.55311783  0.0218030598 -1.686646509 -1.703400223
## 129 2020-05-08  24.7400000 -1.46348888 -0.0577090480 -1.633278066 -1.643422387
## 130 2020-05-09  24.5399997 -1.47855258  0.0102930073 -1.584249392 -1.602204935
## 131 2020-05-10  24.3399993 -1.49361628  0.0101881407 -1.539560488 -1.575057772
## 132 2020-05-11  24.1399990 -1.50867998  0.0100853894 -1.499211354 -1.558463324
## 133 2020-05-12  25.7800010 -1.38515768 -0.0818744204 -1.486084414 -1.515136914
## 134 2020-05-13  25.2900010 -1.42206369  0.0266439036 -1.472096704 -1.491868609
## 135 2020-05-14  27.5599990 -1.25109111 -0.1202284963 -1.428950030 -1.431674235
## 136 2020-05-15  29.4300000 -1.11024566 -0.1125780933 -1.378486713 -1.351317091
## 137 2020-05-16  30.2266667 -1.05024202 -0.0540453770 -1.317299490 -1.276048322
## 138 2020-05-17  31.0233333 -0.99023837 -0.0571331602 -1.245388360 -1.204595834
## 139 2020-05-18  31.8200000 -0.93023472 -0.0605951528 -1.162753323 -1.136005557
## 140 2020-05-19  32.5000000 -0.87901822 -0.0550576100 -1.090447685 -1.071758723
## 141 2020-05-20  33.4900020 -0.80445287 -0.0848279911 -1.002217569 -1.004932261
## 142 2020-05-21  33.9199980 -0.77206627 -0.0402591682 -0.933785448 -0.946715763
## 143 2020-05-22  33.2500000 -0.82252944  0.0653611848 -0.892683130 -0.915669182
## 144 2020-05-23  33.5249995 -0.80181692 -0.0251814912 -0.857193831 -0.887206116
## 145 2020-05-24  33.7999990 -0.78110440 -0.0258319789 -0.827317550 -0.860680687
## 146 2020-05-25  34.0749985 -0.76039188 -0.0265169646 -0.803054287 -0.835608486
## 147 2020-05-26  34.3499980 -0.73967937 -0.0272392673 -0.783148735 -0.811626206
## 148 2020-05-27  32.8100010 -0.85566945  0.1568113019 -0.790465389 -0.822637017
## 149 2020-05-28  33.7099990 -0.78788306 -0.0792203044 -0.792724930 -0.813948526
## 150 2020-05-29  35.4900020 -0.65381611 -0.1701609741 -0.768623026 -0.773915422
## 151 2020-05-30  35.4733343 -0.65507149  0.0019200838 -0.747659393 -0.744204438
## 152 2020-05-31  35.4566667 -0.65632687  0.0019164041 -0.729834031 -0.722235046
## 153 2020-06-01  35.4399990 -0.65758225  0.0019127385 -0.715146941 -0.706071848
## 154 2020-06-02  36.8100010 -0.55439592 -0.1569177625 -0.688677877 -0.668152865
## 155 2020-06-03  37.2900010 -0.51824309 -0.0652112017 -0.640474112 -0.630675422
## 156 2020-06-04  37.4100000 -0.50920496 -0.0174399443 -0.600662956 -0.600307807
## 157 2020-06-05  39.5499990 -0.34802370 -0.3165351419 -0.556978326 -0.537236780
## 158 2020-06-06  39.0966657 -0.38216803  0.0981092208 -0.517992117 -0.498469592
## 159 2020-06-07  38.6433323 -0.41631236  0.0893437729 -0.483704331 -0.477930285
## 160 2020-06-08  38.1899990 -0.45045670  0.0820161414 -0.454114966 -0.471061889
## 161 2020-06-09  38.9399990 -0.39396791 -0.1254033688 -0.431196679 -0.451788394
## 162 2020-06-10  39.5999980 -0.34425785 -0.1261779355 -0.406341645 -0.424905759
## 163 2020-06-11  36.3400000 -0.58979563  0.7132379886 -0.417854598 -0.466128227
## 164 2020-06-12  36.2599980 -0.59582125  0.0102164563 -0.453254249 -0.498551484
## 165 2020-06-13  36.5466650 -0.57422996 -0.0362378731 -0.480691667 -0.517471102
## 166 2020-06-14  36.8333320 -0.55263866 -0.0376004328 -0.500166853 -0.526262993
## 167 2020-06-15  37.1199990 -0.53104737 -0.0390694615 -0.511679806 -0.527459087
## 168 2020-06-16  38.3800010 -0.43614605 -0.1787059294 -0.517705255 -0.504630829
## 169 2020-06-17  37.9599990 -0.46777993  0.0725304545 -0.535351265 -0.495418103
## 170 2020-06-18  38.8400000 -0.40149967 -0.1416911005 -0.508451843 -0.471938496
## 171 2020-06-19  39.7500000 -0.33295995 -0.1707093012 -0.470900227 -0.437193858
## 172 2020-06-20  39.9866663 -0.31513462 -0.0535359459 -0.433886607 -0.406679048
## 173 2020-06-21  40.2233327 -0.29730929 -0.0565641618 -0.397410983 -0.379336610
## 174 2020-06-22  40.4599990 -0.27948397 -0.0599554940 -0.361473355 -0.354373449
## 175 2020-06-23  40.3699990 -0.28626262  0.0242541801 -0.340061436 -0.337345743
## 176 2020-06-24  38.0099980 -0.46401408  0.6209384169 -0.339523458 -0.369012828
## 177 2020-06-25  38.7200010 -0.41053780 -0.1152471015 -0.340814620 -0.379394072
## 178 2020-06-26  38.4900020 -0.42786096  0.0421962427 -0.354371907 -0.391510793
## 179 2020-06-27  38.8933350 -0.39748257 -0.0710006112 -0.366135900 -0.393003737
## 180 2020-06-28  39.2966680 -0.36710418 -0.0764269730 -0.376106597 -0.386528847
## 181 2020-06-29  39.7000010 -0.33672579 -0.0827514130 -0.384284000 -0.374078083
## 182 2020-06-30  39.2700000 -0.36911277  0.0961820602 -0.396119736 -0.372836754
## 183 2020-07-01  39.8200000 -0.32768766 -0.1122288749 -0.376644532 -0.361549480
## 184 2020-07-02  40.6500020 -0.26517325 -0.1907743766 -0.355878167 -0.337455423
## 185 2020-07-03  40.6450017 -0.26554986  0.0014202441 -0.332690868 -0.319479032
## 186 2020-07-04  40.6400015 -0.26592647  0.0014182299 -0.313897139 -0.306090892
## 187 2020-07-05  40.6350013 -0.26630308  0.0014162214 -0.299496983 -0.296143939
## 188 2020-07-06  40.6300010 -0.26667969  0.0014142185 -0.289490398 -0.288777878
## 189 2020-07-07  40.6199990 -0.26743303  0.0028248663 -0.274964720 -0.283441665
## 190 2020-07-08  40.9000020 -0.24634365 -0.0788585221 -0.263344148 -0.274167162
## 191 2020-07-09  39.6199990 -0.34275141  0.3913547399 -0.274426742 -0.291313224
## 192 2020-07-10  40.5499990 -0.27270531 -0.2043641378 -0.275448950 -0.286661247
## 193 2020-07-11  40.3999987 -0.28400310  0.0414285385 -0.278031325 -0.285996709
## 194 2020-07-12  40.2499983 -0.29530088  0.0397804909 -0.282173868 -0.288322752
## 195 2020-07-13  40.0999980 -0.30659866  0.0382585471 -0.287876577 -0.292891729
## 196 2020-07-14  40.2900010 -0.29228794 -0.0466757379 -0.291427280 -0.292740783
## 197 2020-07-15  41.2000010 -0.22374821 -0.2344938628 -0.288199360 -0.275492640
## 198 2020-07-16  40.7500000 -0.25764156  0.1514798584 -0.276040810 -0.271029871
## 199 2020-07-17  40.5900000 -0.26969250  0.0467740579 -0.275610408 -0.270695529
## 200 2020-07-18  40.6633337 -0.26416913 -0.0204802623 -0.272776985 -0.269063929
## 201 2020-07-19  40.7366673 -0.25864576 -0.0209084733 -0.267540539 -0.266459386
## 202 2020-07-20  40.8100010 -0.25312238 -0.0213549732 -0.259901070 -0.263125135
## 203 2020-07-21  41.9599990 -0.16650639 -0.3421901647 -0.241932278 -0.238970450
## 204 2020-07-22  41.9000020 -0.17102527  0.0271393605 -0.234400428 -0.221984155
## 205 2020-07-23  41.0700000 -0.23353968  0.3655273199 -0.230957302 -0.224873036
## 206 2020-07-24  41.2900010 -0.21696956 -0.0709520527 -0.223425453 -0.222897167
## 207 2020-07-25  41.3933333 -0.20918674 -0.0358705816 -0.215570825 -0.219469559
## 208 2020-07-26  41.4966657 -0.20140391 -0.0372051520 -0.207393419 -0.214953147
## 209 2020-07-27  41.5999980 -0.19362109 -0.0386428657 -0.198893234 -0.209620132
## 210 2020-07-28  41.0400010 -0.23579916  0.2178381982 -0.208792200 -0.216164888
## 211 2020-07-29  41.2700000 -0.21847600 -0.0734657120 -0.215570876 -0.216742667
## 212 2020-07-30  39.9199980 -0.32015597  0.4654056594 -0.227944632 -0.242595993
## 213 2020-07-31  40.2700000 -0.29379439 -0.0823398193 -0.238919607 -0.255395591
## 214 2020-08-01  40.5166660 -0.27521590 -0.0632363490 -0.248352345 -0.260350669
## 215 2020-08-02  40.7633320 -0.25663742 -0.0675051268 -0.256242846 -0.259422356
## 216 2020-08-03  41.0099980 -0.23805893 -0.0723919549 -0.262591109 -0.254081500
## 217 2020-08-04  41.7000010 -0.18608902 -0.2183069116 -0.255489662 -0.237083381
## 218 2020-08-05  42.1899990 -0.14918317 -0.1983236662 -0.245590685 -0.215108327
## 219 2020-08-06  41.9500010 -0.16725943  0.1211682385 -0.223748322 -0.203146102
## 220 2020-08-07  41.2200010 -0.22224185  0.3287253872 -0.213526530 -0.207920038
## 221 2020-08-08  41.4600003 -0.20416548 -0.0813364452 -0.203376471 -0.206981400
## 222 2020-08-09  41.6999997 -0.18608912 -0.0885377947 -0.193298143 -0.201758330
## 223 2020-08-10  41.9399990 -0.16801276 -0.0971381964 -0.183291547 -0.193321938
## 224 2020-08-11  41.6100010 -0.19286768  0.1479346907 -0.184259926 -0.193208373
## 225 2020-08-12  42.6699980 -0.11303042 -0.4139483690 -0.179095248 -0.173163884
## 226 2020-08-13  42.2400020 -0.14541702  0.2865299845 -0.175974904 -0.166227168
## 227 2020-08-14  42.0099980 -0.16274055  0.1191299987 -0.167474719 -0.165355513
## 228 2020-08-15  42.3033317 -0.14064713 -0.1357585284 -0.158400668 -0.159178418
## 229 2020-08-16  42.5966653 -0.11855371 -0.1570840244 -0.148752753 -0.149022242
## 230 2020-08-17  42.8899990 -0.09646030 -0.1863578684 -0.138530972 -0.135881756
## 231 2020-08-18  42.8899990 -0.09646030  0.0000000000 -0.124758490 -0.126026391
## 232 2020-08-19  42.9300000 -0.09344749 -0.0312336862 -0.121960928 -0.117881665
## 233 2020-08-20  42.5800020 -0.11980877  0.2820972991 -0.118302607 -0.118363441
## 234 2020-08-21  42.3400000 -0.13788533  0.1508784594 -0.114751861 -0.123243914
## 235 2020-08-22  42.4333330 -0.13085564 -0.0509821497 -0.113353077 -0.125146846
## 236 2020-08-23  42.5266660 -0.12382595 -0.0537209597 -0.114106254 -0.124816622
## 237 2020-08-24  42.6199990 -0.11679626 -0.0567707383 -0.117011391 -0.122811532
## 238 2020-08-25  43.3499980 -0.06181392 -0.4707543224 -0.112061908 -0.107562128
## 239 2020-08-26  43.3899990 -0.05880111 -0.0487400062 -0.107112425 -0.095371872
## 240 2020-08-27  43.0400010 -0.08516239  0.4483127204 -0.102162942 -0.092819501
## 241 2020-08-28  42.9700010 -0.09043468  0.0619086301 -0.095384277 -0.092223295
## 242 2020-08-29  42.8500010 -0.09947288  0.0999418190 -0.090901026 -0.094035692
## 243 2020-08-30  42.7300010 -0.10851109  0.0908610049 -0.088713188 -0.097654541
## 244 2020-08-31  42.6100010 -0.11754929  0.0832929260 -0.088820764 -0.102628229
## 245 2020-09-01  42.7599980 -0.10625176 -0.0961088849 -0.095169028 -0.103534112
## 246 2020-09-02  41.5099980 -0.20039974  0.8860839311 -0.115397404 -0.127750519
## 247 2020-09-03  41.3699990 -0.21094424  0.0526173251 -0.133366240 -0.148548949
## 248 2020-09-04  39.7700000 -0.33145358  0.5712852750 -0.167797512 -0.194275106
## 249 2020-09-05  39.0174995 -0.38813070  0.1709956534 -0.209034343 -0.242739004
## 250 2020-09-06  38.2649990 -0.44480782  0.1460258652 -0.257076733 -0.293256208
## 251 2020-09-07  37.5124985 -0.50148494  0.1274193451 -0.311924683 -0.345313391
## 252 2020-09-08  36.7599980 -0.55816206  0.1130185903 -0.376483297 -0.398525559
## 253 2020-09-09  38.0499990 -0.46100127 -0.1740727226 -0.413712087 -0.414144487
## 254 2020-09-10  37.2999990 -0.51749006  0.1225349926 -0.457504347 -0.439980880
## 255 2020-09-11  37.3300020 -0.51523028 -0.0043668036 -0.483758162 -0.458793231
## 256 2020-09-12  37.3066673 -0.51698781  0.0034111531 -0.502166321 -0.473341876
## 257 2020-09-13  37.2833327 -0.51874534  0.0033995567 -0.512728824 -0.484692742
## 258 2020-09-14  37.2599980 -0.52050287  0.0033880388 -0.515445671 -0.493645274
## 259 2020-09-15  38.2799990 -0.44367804 -0.1475973153 -0.499090811 -0.481153467
## 260 2020-09-16  40.1600000 -0.30207941 -0.3191472687 -0.476387688 -0.436384952
## 261 2020-09-17  40.9700010 -0.24107144 -0.2019600282 -0.436899314 -0.387556574
## 262 2020-09-18  41.1100010 -0.23052687 -0.0437404512 -0.396227398 -0.348299148
## 263 2020-09-19  40.5100010 -0.27571790  0.1960336782 -0.361760267 -0.330153836
## 264 2020-09-20  39.9100010 -0.32090893  0.1639031423 -0.333497923 -0.327842609
## 265 2020-09-21  39.3100010 -0.36609996  0.1408219777 -0.311440364 -0.337406946
## 266 2020-09-22  39.5999980 -0.34425785 -0.0596615888 -0.297237480 -0.339119673
## 267 2020-09-23  39.9300000 -0.31940264 -0.0721994194 -0.299712227 -0.334190414
## 268 2020-09-24  40.3100010 -0.29078158 -0.0896080925 -0.306813674 -0.323338204
## 269 2020-09-25  40.2500000 -0.29530075  0.0155414878 -0.316067086 -0.316328841
## 270 2020-09-26  40.3666660 -0.28651366 -0.0297564242 -0.317609338 -0.308875046
## 271 2020-09-27  40.4833320 -0.27772656 -0.0306690248 -0.311440429 -0.301087926
## 272 2020-09-28  40.5999980 -0.26893947 -0.0316393735 -0.297560359 -0.293050812
## 273 2020-09-29  39.2900010 -0.36760633  0.3668738401 -0.300895855 -0.311689690
## 274 2020-09-30  40.2200010 -0.29756023 -0.1905464935 -0.297775511 -0.308157325
## 275 2020-10-01  38.7200010 -0.41053780  0.3796796871 -0.314883544 -0.333752445
## 276 2020-10-02  37.0499990 -0.53631966  0.3063831133 -0.349314816 -0.384394248
## 277 2020-10-03  37.7733330 -0.48183931 -0.1015818587 -0.377218480 -0.408755513
## 278 2020-10-04  38.4966670 -0.42735896 -0.1130674616 -0.398594536 -0.413406375
## 279 2020-10-05  39.2200010 -0.37287861 -0.1274814676 -0.413442985 -0.403274434
## 280 2020-10-06  40.6699980 -0.26366718 -0.2928873526 -0.398594536 -0.368372621
## 281 2020-10-07  39.9500010 -0.31789619  0.2056722014 -0.401499674 -0.355753514
## 282 2020-10-08  41.1899990 -0.22450155 -0.2937897547 -0.374923066 -0.322940523
## 283 2020-10-09  40.5999980 -0.26893947  0.1979403783 -0.336725897 -0.309440260
## 284 2020-10-10  40.2099987 -0.29831359  0.1092220464 -0.310507937 -0.306658592
## 285 2020-10-11  39.8199993 -0.32768771  0.0984672516 -0.296269187 -0.311915871
## 286 2020-10-12  39.4300000 -0.35706183  0.0896405892 -0.294009646 -0.323202360
## 287 2020-10-13  40.2000010 -0.29906660 -0.1624234962 -0.299066705 -0.317168420
## 288 2020-10-14  41.0400010 -0.23579916 -0.2115496766 -0.287338557 -0.296826104
## 289 2020-10-15  40.9599990 -0.24182478  0.0255540411 -0.289813304 -0.283075772
## 290 2020-10-16  40.8800010 -0.24785010  0.0249160574 -0.286800536 -0.274269353
## 291 2020-10-17  40.8633347 -0.24910538  0.0050646794 -0.279770791 -0.267978359
## 292 2020-10-18  40.8466683 -0.25036066  0.0050391577 -0.268724070 -0.263573934
## 293 2020-10-19  40.8300020 -0.25161594  0.0050138919 -0.253660372 -0.260584436
## 294 2020-10-20  41.4599990 -0.20416559 -0.1885824698 -0.240103085 -0.246479723
## 295 2020-10-21  40.0299990 -0.31187087  0.5275388995 -0.250970473 -0.262827511
## 296 2020-10-22  40.6399990 -0.26592666 -0.1473180657 -0.254413599 -0.263602298
## 297 2020-10-23  39.8499980 -0.32542826  0.2237519106 -0.265496193 -0.279058788
## 298 2020-10-24  39.4199990 -0.35781509  0.0995206432 -0.281026152 -0.298747863
## 299 2020-10-25  38.9900000 -0.39020192  0.0905127555 -0.301003474 -0.321611376
## 300 2020-10-26  38.5600010 -0.42258875  0.0830001805 -0.325428161 -0.346855718
## 301 2020-10-27  39.5700000 -0.34651725 -0.1800130565 -0.345764113 -0.346771102
## 302 2020-10-28  37.3899990 -0.51071140  0.4738411981 -0.374169904 -0.387756178
## 303 2020-10-29  36.1699980 -0.60259991  0.1799225590 -0.422266082 -0.441467110
## 304 2020-10-30  35.7900010 -0.63122067  0.0474954598 -0.465950712 -0.488905500
## 305 2020-10-31  36.1300010 -0.60561242 -0.0405694104 -0.501350331 -0.518082229
## 306 2020-11-01  36.4700010 -0.58000417 -0.0422848832 -0.528464938 -0.533562714
## 307 2020-11-02  36.8100010 -0.55439592 -0.0441518385 -0.547294534 -0.538771014
## 308 2020-11-03  37.6600000 -0.49037537 -0.1154780339 -0.567845692 -0.526672102
## 309 2020-11-04  39.1500020 -0.37815082 -0.2288543623 -0.548908467 -0.489541783
## 310 2020-11-05  38.7900010 -0.40526552  0.0717033827 -0.520717840 -0.468472717
## 311 2020-11-06  37.1399990 -0.52954100  0.3066520036 -0.506192173 -0.483739788
## 312 2020-11-07  38.1899997 -0.45045665 -0.1493450980 -0.484027063 -0.475419003
## 313 2020-11-08  39.2400003 -0.37137230 -0.1755648473 -0.454222510 -0.449407326
## 314 2020-11-09  40.2900010 -0.29228794 -0.2129516757 -0.416778514 -0.410127480
## 315 2020-11-10  41.3600010 -0.21169727 -0.2757235530 -0.376967357 -0.360519928
## 316 2020-11-11  41.4500010 -0.20491862 -0.0320205093 -0.352219899 -0.321619601
## 317 2020-11-12  41.1199990 -0.22977384  0.1212931130 -0.327149659 -0.298658159
## 318 2020-11-13  40.1300010 -0.30433888  0.3245149678 -0.294977928 -0.300078341
## 319 2020-11-14  40.5333340 -0.27396049 -0.0998176410 -0.269764192 -0.293548879
## 320 2020-11-15  40.9366670 -0.24358211 -0.1108860221 -0.251508450 -0.281057186
## 321 2020-11-16  41.3400000 -0.21320372 -0.1247151939 -0.240210704 -0.264093818
## 322 2020-11-17  41.4300000 -0.20642506 -0.0317942606 -0.239457531 -0.249676629
## 323 2020-11-18  41.8200000 -0.17705089 -0.1422994345 -0.235476427 -0.231520195
## 324 2020-11-19  41.7400020 -0.18307621  0.0340315712 -0.228805338 -0.219409199
## 325 2020-11-20  42.1500020 -0.15219567 -0.1686758582 -0.207070594 -0.202605818
## 326 2020-11-21  42.4533350 -0.12934912 -0.1501130121 -0.186411826 -0.184291644
## 327 2020-11-22  42.7566680 -0.10650257 -0.1766270272 -0.166829036 -0.164844376
## 328 2020-11-23  43.0600010 -0.08365602 -0.2145164257 -0.148322222 -0.144547288
## 329 2020-11-24  44.9100000  0.05568291 -1.6656175099 -0.110878226 -0.094489738
## 330 2020-11-25  45.7099990  0.11593754  1.0821027236 -0.069022735 -0.041882917
## 331 2020-11-26  45.6359992  0.11036400 -0.0480736879 -0.027102705 -0.003821188
## 332 2020-11-27  45.5619994  0.10479045 -0.0505014803  0.009609599  0.023331722
## 333 2020-11-28  45.4879996  0.09921691 -0.0531875293  0.042261889  0.042303019
## 334 2020-11-29  45.4139998  0.09364336 -0.0561753578  0.070854165  0.055138105
## 335 2020-11-30  45.3400000  0.08806982 -0.0595188505  0.095386428  0.063371033
## 336 2020-12-01  44.5499990  0.02856822 -0.6756185025  0.091512900  0.054670329
## 337 2020-12-02  45.2799990  0.08355064  1.9246008774  0.086886200  0.061890407
## 338 2020-12-03  45.6399990  0.11066526  0.3245291514  0.086929237  0.074084119
## 339 2020-12-04  46.2599980  0.15736258  0.4219691309  0.094439540  0.094903734
## 340 2020-12-05  46.0933313  0.14480952 -0.0797715946  0.100952770  0.107380180
## 341 2020-12-06  45.9266647  0.13225645 -0.0866867335  0.106468926  0.113599248
## 342 2020-12-07  45.7599980  0.11970339 -0.0949145674  0.110988007  0.115125283
## 343 2020-12-08  45.5999980  0.10765245 -0.1006733523  0.122285754  0.113257074
## 344 2020-12-09  45.5200000  0.10162713 -0.0559701171  0.124868109  0.110349587
## 345 2020-12-10  46.7799990  0.19652821  0.9338165020  0.137134246  0.131894244
## 346 2020-12-11  46.5700000  0.18071143 -0.0804809897  0.140469796  0.144098540
## 347 2020-12-12  46.7100007  0.19125605  0.0583506198  0.147105015  0.155887918
## 348 2020-12-13  46.8500013  0.20180068  0.0551335434  0.157039905  0.167366108
## 349 2020-12-14  46.9900020  0.21234530  0.0522526686  0.170274464  0.178610906
## 350 2020-12-15  47.6199990  0.25979566  0.2234584680  0.192009208  0.198907093
## 351 2020-12-16  47.8200000  0.27485941  0.0579830787  0.216756677  0.217895172
## 352 2020-12-17  48.3600010  0.31553141  0.1479738409  0.233757133  0.242304231
## 353 2020-12-18  49.0999980  0.37126679  0.1766397128  0.260979327  0.274544871
## 354 2020-12-19  48.6466660  0.33712255 -0.0919668401  0.281817399  0.290189292
## 355 2020-12-20  48.1933340  0.30297832 -0.1012813675  0.296271348  0.293386549
## 356 2020-12-21  47.7400020  0.26883409 -0.1126953018  0.304341175  0.287248434
## 357 2020-12-22  47.0200000  0.21460470 -0.2017206487  0.297885324  0.269087501
## 358 2020-12-23  48.1199990  0.29745485  0.3860593259  0.301113244  0.276179337
## 359 2020-12-24  48.0199990  0.28992301 -0.0253209467  0.297454901  0.279615255
## 360 2020-12-25  47.9199990  0.28239117 -0.0259787533  0.284758385  0.280309234
## 361 2020-12-26  47.8199990  0.27485933 -0.0266716495  0.275863639  0.278946759
## 362 2020-12-27  47.7199990  0.26732749 -0.0274025199  0.270770663  0.276041943
## 363 2020-12-28  47.6199990  0.25979566 -0.0281745742  0.269479459  0.271980371
## 364 2020-12-29  48.0000000  0.28841672  0.1101675887  0.280024032  0.276089457
## 365 2020-12-30  48.4000020  0.31854422  0.1044582446  0.283036800  0.286703148
## 366 2020-12-31  48.5200000  0.32758228  0.0283730006  0.288416695  0.296922930
## 367 2021-01-01  48.2949998  0.31063562 -0.0517325152  0.292451617  0.300351103
## 368 2021-01-02  48.0699995  0.29368897 -0.0545547707  0.295141564  0.298685569
## 369 2021-01-03  47.8449993  0.27674231 -0.0577027299  0.296486538  0.293199754
## 370 2021-01-04  47.6199990  0.25979566 -0.0612362273  0.296486538  0.284848730
## 371 2021-01-05  49.9300000  0.43378120  0.6697015009  0.317252892  0.322081846
## 372 2021-01-06  50.6300010  0.48650414  0.1215427133  0.341247167  0.363187420
## 373 2021-01-07  50.8300020  0.50156789  0.0309632555  0.366102255  0.397782538
## 374 2021-01-08  52.2400020  0.60776681  0.2117338890  0.408549568  0.450278607
## 375 2021-01-09  52.2433347  0.60801782  0.0004130055  0.453453690  0.489713411
## 376 2021-01-10  52.2466673  0.60826883  0.0004128350  0.500814622  0.519352267
## 377 2021-01-11  52.2500000  0.60851985  0.0004126647  0.550632364  0.541644161
## 378 2021-01-12  53.2099990  0.68082542  0.1188220452  0.585924395  0.576439476
## 379 2021-01-13  52.9100000  0.65822998 -0.0331883021  0.610456658  0.596887101
## 380 2021-01-14  53.5700000  0.70794011  0.0755209191  0.639938404  0.624650354
## 381 2021-01-15  52.3600010  0.61680494 -0.1287328786  0.641229565  0.622689001
## 382 2021-01-16  52.5150007  0.62847927  0.0189271028  0.644152629  0.624136569
## 383 2021-01-17  52.6700005  0.64015360  0.0185755220  0.648707596  0.628140828
## 384 2021-01-18  52.8250003  0.65182793  0.0182367646  0.654894466  0.634062605
## 385 2021-01-19  52.9800000  0.66350227  0.0179101415  0.652419730  0.641422520
## 386 2021-01-20  53.2400020  0.68308520  0.0295144890  0.655970476  0.651838189
## 387 2021-01-21  53.1300010  0.67480010 -0.0121289373  0.651236188  0.657578666
## 388 2021-01-22  52.2700000  0.61002621 -0.0959897384  0.650267798  0.645690553
## 389 2021-01-23  52.4366667  0.62257928  0.0205779090  0.649424941  0.639912734
## 390 2021-01-24  52.6033333  0.63513234  0.0201629966  0.648707618  0.638717636
## 391 2021-01-25  52.7700000  0.64768540  0.0197644854  0.648115828  0.640959578
## 392 2021-01-26  52.6100010  0.63563454 -0.0186060484  0.644134724  0.639628318
## 393 2021-01-27  52.8499980  0.65371072  0.0284380173  0.639938371  0.643148920
## 394 2021-01-28  52.3400000  0.61529850 -0.0587602794  0.631438143  0.636186315
## 395 2021-01-29  52.2000010  0.60475400 -0.0171372079  0.630684970  0.628328237
## 396 2021-01-30  52.6500003  0.63864722  0.0560446432  0.632980391  0.630907984
## 397 2021-01-31  53.0999997  0.67254045  0.0530703352  0.638324406  0.641316099
## 398 2021-02-01  53.5499990  0.70643367  0.0503958125  0.646717015  0.657595492
## 399 2021-02-02  54.7599980  0.79756884  0.1290073966  0.669850486  0.692588828
## 400 2021-02-03  55.6899990  0.86761501  0.0878246096  0.700408241  0.736345373
## 401 2021-02-04  56.2300000  0.90828701  0.0468779376  0.742263743  0.779330783
## 402 2021-02-05  56.8499980  0.95498426  0.0514124351  0.792296636  0.823244151
## 403 2021-02-06  57.2233323  0.98310320  0.0294443999  0.841504632  0.863208913
## 404 2021-02-07  57.5966667  1.01122213  0.0286022246  0.889887731  0.900212218
## 405 2021-02-08  57.9700010  1.03934107  0.0278068858  0.937445931  0.934994432
## 406 2021-02-09  58.3600010  1.06871524  0.0282623002  0.976181132  0.968424635
## 407 2021-02-10  58.6800000  1.09281705  0.0225521321  1.008352852  0.999522739
## 408 2021-02-11  58.2400020  1.05967711 -0.0303252388  1.029980010  1.014561332
## 409 2021-02-12  59.4700010  1.15231865  0.0874243060  1.058170637  1.049000661
## 410 2021-02-13  59.6150005  1.16323978  0.0094775242  1.083904434  1.077560440
## 411 2021-02-14  59.7600000  1.17416090  0.0093885441  1.107181401  1.101710556
## 412 2021-02-15  59.9049995  1.18508203  0.0093012192  1.128001538  1.122553425
## 413 2021-02-16  60.0499990  1.19600316  0.0092155038  1.146185526  1.140915859
## 414 2021-02-17  61.1399990  1.27810020  0.0686428268  1.172654547  1.175211943
## 415 2021-02-18  60.5200000  1.23140288 -0.0365365113  1.197186799  1.189259676
## 416 2021-02-19  59.2400020  1.13499550 -0.0782906893  1.194712063  1.175693631
## 417 2021-02-20  59.9900020  1.19148428  0.0497700543  1.198746992  1.179641294
## 418 2021-02-21  60.7400020  1.24797307  0.0474104344  1.209291588  1.196724238
## 419 2021-02-22  61.4900020  1.30446186  0.0452644282  1.226345848  1.223658643
## 420 2021-02-23  61.6699980  1.31801887  0.0103927973  1.243776663  1.247248699
## 421 2021-02-24  63.2200010  1.43476259  0.0885751510  1.266157005  1.294127170
## 422 2021-02-25  63.5299990  1.45811113  0.0162734577  1.298543899  1.335123161
## 423 2021-02-26  61.5000000  1.30521489 -0.1048591148  1.322860955  1.327646094
## 424 2021-02-27  61.2133330  1.28362360 -0.0165423296  1.336023714  1.316640469
## 425 2021-02-28  60.9266660  1.26203230 -0.0168205812  1.338032176  1.302988427
## 426 2021-03-01  60.6399990  1.24044101 -0.0171083537  1.328886340  1.287351572
## 427 2021-03-02  59.7500000  1.17340772 -0.0540398822  1.308227605  1.258865609
## 428 2021-03-03  61.2799990  1.28864477  0.0982071697  1.287353631  1.266310399
## 429 2021-03-04  63.8300020  1.48070687  0.1490419296  1.290581594  1.319909518
## 430 2021-03-05  66.0899960  1.65092597  0.1149579955  1.339968891  1.402663631
## 431 2021-03-06  65.7433317  1.62481577 -0.0158154863  1.388710630  1.458201666
## 432 2021-03-07  65.3966673  1.59870557 -0.0160696354  1.436806812  1.493327643
## 433 2021-03-08  65.0500030  1.57259538 -0.0163320861  1.484257437  1.513144577
## 434 2021-03-09  64.0100020  1.49426418 -0.0498101387  1.530094075  1.508424478
## 435 2021-03-10  64.4400020  1.52665109  0.0216741492  1.564094977  1.512981131
## 436 2021-03-11  66.0199970  1.64565376  0.0779501419  1.587658817  1.546149287
## 437 2021-03-12  65.6100010  1.61477352 -0.0187647224  1.582494182  1.563305346
## 438 2021-03-13  65.5366670  1.60925012 -0.0034205406  1.580270518  1.574791540
## 439 2021-03-14  65.4633330  1.60372672 -0.0034322808  1.580987825  1.582025336
## 440 2021-03-15  65.3899990  1.59820333 -0.0034441019  1.584646104  1.586069834
## 441 2021-03-16  64.8000030  1.55376578 -0.0278046880  1.593146332  1.577993821
## 442 2021-03-17  64.5999980  1.53870173 -0.0096951892  1.594867852  1.568170798
## 443 2021-03-18  60.0000000  1.19223732 -0.2251667142  1.530094075  1.474187427
## 444 2021-03-19  61.4199980  1.29918927  0.0897069335  1.485010610  1.430437888
## 445 2021-03-20  61.4633317  1.30245309  0.0025121988  1.441182463  1.398441689
## 446 2021-03-21  61.5066653  1.30571691  0.0025059035  1.398609632  1.375260495
## 447 2021-03-22  61.5499990  1.30898073  0.0024996396  1.357292119  1.358690555
## 448 2021-03-23  57.7599980  1.02352399 -0.2180755914  1.281543291  1.274898913
## 449 2021-03-24  61.1800000  1.28111301  0.2516687686  1.244744903  1.276452437
## 450 2021-03-25  58.5600010  1.08377892 -0.1540333191  1.229250846  1.228284057
## 451 2021-03-26  60.9700010  1.26529622  0.1674855456  1.224408982  1.237537099
## 452 2021-03-27  61.1666677  1.28010884  0.0117068360  1.221216946  1.248180034
## 453 2021-03-28  61.3633343  1.29492145  0.0115713718  1.219674738  1.259865389
## 454 2021-03-29  61.5600010  1.30973407  0.0114390068  1.219782357  1.272332559
## 455 2021-03-30  60.5499990  1.23366235 -0.0580818042  1.249802123  1.262665007
## 456 2021-03-31  59.1600000  1.12896987 -0.0848631534  1.228067390  1.229241224
## 457 2021-04-01  61.4500010  1.30144905  0.1527757090  1.259163122  1.247293180
## 458 2021-04-02  60.7500012  1.24872620 -0.0405108825  1.256795976  1.247651434
## 459 2021-04-03  60.0500015  1.19600335 -0.0422213048  1.244780906  1.234739413
## 460 2021-04-04  59.3500017  1.14328050 -0.0440825266  1.223117912  1.211874684
## 461 2021-04-05  58.6500020  1.09055765 -0.0461154105  1.191806995  1.181545425
## 462 2021-04-06  59.3300020  1.14177415  0.0469635885  1.178680109  1.171602606
## 463 2021-04-07  59.7700000  1.17491409  0.0290249503  1.185243568  1.172430477
## 464 2021-04-08  59.5999980  1.16210981 -0.0108980528  1.165337963  1.169850311
## 465 2021-04-09  59.3200000  1.14102082 -0.0181471634  1.149951480  1.162642937
## 466 2021-04-10  59.4466670  1.15056117  0.0083612442  1.143459740  1.159622495
## 467 2021-04-11  59.5733340  1.16010152  0.0082919135  1.145862744  1.159742252
## 468 2021-04-12  59.7000010  1.16964188  0.0082237231  1.157160490  1.162217158
## 469 2021-04-13  60.1800000  1.20579462  0.0309092461  1.166306273  1.173111525
## 470 2021-04-14  63.1500020  1.42949037  0.1855172882  1.202674313  1.237206237
## 471 2021-04-15  63.4599990  1.45283885  0.0163334243  1.244207033  1.291114389
## 472 2021-04-16  63.1300010  1.42798393 -0.0171078271  1.285201763  1.325331775
## 473 2021-04-17  63.2133343  1.43426046  0.0043953799  1.325730234  1.352563947
## 474 2021-04-18  63.2966677  1.44053699  0.0043761451  1.365792444  1.374557209
## 475 2021-04-19  63.3800010  1.44681353  0.0043570779  1.405388394  1.392621288
## 476 2021-04-20  62.4399990  1.37601410 -0.0489347311  1.429705462  1.388469490
## 477 2021-04-21  61.3499980  1.29391698 -0.0596629884  1.410337834  1.364831363
## 478 2021-04-22  61.4300000  1.29994260  0.0046568840  1.388495514  1.348609173
## 479 2021-04-23  62.1399990  1.35341858  0.0411371830  1.377843321  1.349811525
## 480 2021-04-24  62.0633327  1.34764420 -0.0042665177  1.365469569  1.349269693
## 481 2021-04-25  61.9866663  1.34186981 -0.0042847988  1.351374257  1.347419723
## 482 2021-04-26  61.9100000  1.33609543 -0.0043032373  1.335557386  1.344588649
## 483 2021-04-27  62.9399990  1.41367329  0.0580631127  1.340937270  1.361859809
## 484 2021-04-28  63.8600010  1.48296635  0.0490163207  1.367944323  1.392136444
## 485 2021-04-29  65.0100020  1.56958257  0.0584074049  1.406464318  1.436497975
## 486 2021-04-30  63.5800020  1.46187728 -0.0686203392  1.421958417  1.442842801
## 
## [[5]]
##           Date     Gold      Gold_std      Gold_ROC     Gold_7MA    Gold_7EMA
## 1   2020-01-01 1522.000 -2.0195099619            NA -2.019509962 -2.019509962
## 2   2020-01-02 1524.500 -1.9995405901 -9.888226e-03 -2.009525276 -2.014517619
## 3   2020-01-03 1549.200 -1.8022435877 -9.867117e-02 -1.940431380 -1.961449111
## 4   2020-01-04 1554.867 -1.7569796782 -2.511531e-02 -1.894568454 -1.910331753
## 5   2020-01-05 1560.533 -1.7117157686 -2.576234e-02 -1.857997917 -1.860677757
## 6   2020-01-06 1566.200 -1.6664518591 -2.644359e-02 -1.826073574 -1.812121282
## 7   2020-01-07 1571.800 -1.6217196834 -2.684277e-02 -1.796880161 -1.764520883
## 8   2020-01-08 1557.400 -1.7367434649  7.092704e-02 -1.756484947 -1.757576528
## 9   2020-01-09 1551.700 -1.7822742158  2.621616e-02 -1.725446894 -1.763750950
## 10  2020-01-10 1557.500 -1.7359448817 -2.599450e-02 -1.715975650 -1.756799433
## 11  2020-01-11 1554.467 -1.7601743223  1.395749e-02 -1.716432028 -1.757643155
## 12  2020-01-12 1551.433 -1.7844037629  1.376536e-02 -1.726816027 -1.764333307
## 13  2020-01-13 1548.400 -1.8086332036  1.357845e-02 -1.747127648 -1.775408281
## 14  2020-01-14 1542.400 -1.8565596960  2.649874e-02 -1.780676221 -1.795696135
## 15  2020-01-15 1552.100 -1.7790789166 -4.173352e-02 -1.786724143 -1.791541830
## 16  2020-01-16 1549.000 -1.8038407460  1.391834e-02 -1.789805076 -1.794616559
## 17  2020-01-17 1558.800 -1.7255604170 -4.339647e-02 -1.788321581 -1.777352524
## 18  2020-01-18 1558.200 -1.7303531162  2.777474e-03 -1.784061408 -1.765602672
## 19  2020-01-19 1557.600 -1.7351458153  2.769781e-03 -1.777024559 -1.757988458
## 20  2020-01-20 1557.000 -1.7399385145  2.762130e-03 -1.767211032 -1.753475972
## 21  2020-01-21 1556.400 -1.7447312137  2.754522e-03 -1.751235534 -1.751289782
## 22  2020-01-22 1555.300 -1.7535175376  5.035918e-03 -1.747583909 -1.751846721
## 23  2020-01-23 1564.600 -1.6792320574 -4.236369e-02 -1.729782667 -1.733693055
## 24  2020-01-24 1571.100 -1.6273116906 -3.091911e-02 -1.715747135 -1.707097714
## 25  2020-01-25 1573.000 -1.6121347736 -9.326374e-03 -1.698858800 -1.683356979
## 26  2020-01-26 1574.900 -1.5969578567 -9.414174e-03 -1.679117663 -1.661757198
## 27  2020-01-27 1576.800 -1.5817809397 -9.503643e-03 -1.656523724 -1.641763134
## 28  2020-01-28 1569.200 -1.6424886129  3.837932e-02 -1.641917638 -1.641944504
## 29  2020-01-29 1569.800 -1.6376951809 -2.918396e-03 -1.625371587 -1.640882173
## 30  2020-01-30 1583.500 -1.5282634146 -6.682059e-02 -1.603804638 -1.612727483
## 31  2020-01-31 1582.900 -1.5330558721  3.135884e-03 -1.590339522 -1.592809580
## 32  2020-02-01 1581.000 -1.5482327891  9.899781e-03 -1.581210667 -1.581665383
## 33  2020-02-02 1579.100 -1.5634097060  9.802736e-03 -1.576418074 -1.577101463
## 34  2020-02-03 1577.200 -1.5785866230  9.707575e-03 -1.575961743 -1.577472753
## 35  2020-02-04 1550.400 -1.7926577061  1.356093e-01 -1.597414470 -1.631268992
## 36  2020-02-05 1557.800 -1.7335481657 -3.297313e-02 -1.611107754 -1.656838785
## 37  2020-02-06 1565.100 -1.6752381830 -3.363621e-02 -1.632104149 -1.661438635
## 38  2020-02-07 1568.600 -1.6472810625 -1.668845e-02 -1.648422034 -1.657899242
## 39  2020-02-08 1570.633 -1.6310393733 -9.859695e-03 -1.660251546 -1.651184274
## 40  2020-02-09 1572.667 -1.6147976841 -9.957877e-03 -1.667592685 -1.642087627
## 41  2020-02-10 1574.700 -1.5985559949 -1.005803e-02 -1.670445453 -1.631204719
## 42  2020-02-11 1565.600 -1.6712443087  4.547123e-02 -1.653100682 -1.641214616
## 43  2020-02-12 1567.400 -1.6568659775 -8.603369e-03 -1.642146083 -1.645127457
## 44  2020-02-13 1575.100 -1.5953606957 -3.712146e-02 -1.630735014 -1.632685766
## 45  2020-02-14 1582.700 -1.5346540050 -3.805202e-02 -1.614645434 -1.608177826
## 46  2020-02-15 1587.025 -1.5001068938 -2.251134e-02 -1.595940794 -1.581160093
## 47  2020-02-16 1591.350 -1.4655597827 -2.302977e-02 -1.574621094 -1.552260015
## 48  2020-02-17 1595.675 -1.4310126715 -2.357264e-02 -1.550686334 -1.521948179
## 49  2020-02-18 1600.000 -1.3964655604 -2.414172e-02 -1.511432227 -1.490577525
## 50  2020-02-19 1607.500 -1.3365574449 -4.289982e-02 -1.465673865 -1.452072505
## 51  2020-02-20 1616.600 -1.2638691231 -5.438473e-02 -1.418317926 -1.405021659
## 52  2020-02-21 1644.600 -1.0402121584 -1.769621e-01 -1.347683376 -1.313819284
## 53  2020-02-22 1653.867 -0.9661922256 -7.115850e-02 -1.271409852 -1.226912519
## 54  2020-02-23 1663.133 -0.8921722929 -7.660994e-02 -1.189497354 -1.143227463
## 55  2020-02-24 1672.400 -0.8181523601 -8.296596e-02 -1.101945881 -1.061958687
## 56  2020-02-25 1646.900 -1.0218399529  2.489605e-01 -1.048427937 -1.051929004
## 57  2020-02-26 1640.000 -1.0769556109  5.393766e-02 -1.011341961 -1.058185655
## 58  2020-02-27 1640.000 -1.0769556109  0.000000e+00 -0.984640030 -1.062878144
## 59  2020-02-28 1564.100 -1.6832259318  5.629483e-01 -1.076499141 -1.217965091
## 60  2020-02-29 1573.500 -1.6081408993 -4.460782e-02 -1.168206094 -1.315509043
## 61  2020-03-01 1582.900 -1.5330558668 -4.669058e-02 -1.259760890 -1.369895749
## 62  2020-03-02 1592.300 -1.4579708343 -4.897736e-02 -1.351163530 -1.391914520
## 63  2020-03-03 1642.100 -1.0601815303 -2.728376e-01 -1.356640898 -1.308981273
## 64  2020-03-04 1641.100 -1.0681692790  7.534322e-03 -1.355385707 -1.248778274
## 65  2020-03-05 1666.400 -0.8660788525 -1.891933e-01 -1.325260456 -1.153103419
## 66  2020-03-06 1670.800 -0.8309325584 -4.058094e-02 -1.203504260 -1.072560704
## 67  2020-03-07 1672.033 -0.8210811321 -1.185587e-02 -1.091067150 -1.009690811
## 68  2020-03-08 1673.267 -0.8112297058 -1.199812e-02 -0.987949127 -0.960075535
## 69  2020-03-09 1674.500 -0.8013782794 -1.214382e-02 -0.894150191 -0.920401221
## 70  2020-03-10 1659.100 -0.9243898017  1.534999e-01 -0.874751373 -0.921398366
## 71  2020-03-11 1641.400 -1.0657725710  1.529471e-01 -0.874408986 -0.957491917
## 72  2020-03-12 1589.300 -1.4819340805  3.904787e-01 -0.962388304 -1.088602458
## 73  2020-03-13 1515.700 -2.0698331704  3.967107e-01 -1.139374106 -1.333910136
## 74  2020-03-14 1505.767 -2.1491779468  3.833390e-02 -1.329102222 -1.537727089
## 75  2020-03-15 1495.833 -2.2285227232  3.691866e-02 -1.531572653 -1.710425997
## 76  2020-03-16 1485.900 -2.3078674996  3.560420e-02 -1.746785399 -1.859786373
## 77  2020-03-17 1524.900 -1.9963452989 -1.349827e-01 -1.899921899 -1.893926104
## 78  2020-03-18 1477.300 -2.3765619391  1.904564e-01 -2.087177523 -2.014585063
## 79  2020-03-19 1478.600 -2.3661784488 -4.369123e-03 -2.213498147 -2.102483410
## 80  2020-03-20 1484.000 -2.3230444140 -1.822941e-02 -2.249671181 -2.157623661
## 81  2020-03-21 1511.667 -2.1020500322 -9.513136e-02 -2.242938622 -2.143730254
## 82  2020-03-22 1539.333 -1.8810556505 -1.051328e-01 -2.193300469 -2.078061603
## 83  2020-03-23 1567.000 -1.6600612687 -1.174842e-01 -2.100756722 -1.973561519
## 84  2020-03-24 1660.200 -0.9156034778 -4.484520e-01 -1.946365033 -1.709072009
## 85  2020-03-25 1632.300 -1.1384608848  2.433995e-01 -1.769493454 -1.566419228
## 86  2020-03-26 1650.100 -0.9962795404 -1.248891e-01 -1.573793610 -1.423884306
## 87  2020-03-27 1623.900 -1.2055581739  2.100602e-01 -1.414152718 -1.369302773
## 88  2020-03-28 1623.267 -1.2106171453  4.196373e-03 -1.286805163 -1.329631366
## 89  2020-03-29 1622.633 -1.2156761167  4.178837e-03 -1.191750944 -1.301142554
## 90  2020-03-30 1622.000 -1.2207350882  4.161447e-03 -1.128990061 -1.281040687
## 91  2020-03-31 1583.400 -1.5290619977  2.525748e-01 -1.216626992 -1.343046015
## 92  2020-04-01 1578.200 -1.5705988743  2.716494e-02 -1.278360991 -1.399934230
## 93  2020-04-02 1625.700 -1.1911808092 -2.415754e-01 -1.306204029 -1.347745875
## 94  2020-04-03 1633.700 -1.1272788193 -5.364592e-02 -1.295021264 -1.292629111
## 95  2020-04-04 1648.133 -1.0119888488 -1.022728e-01 -1.266645793 -1.222469045
## 96  2020-04-05 1662.567 -0.8966988782 -1.139242e-01 -1.221077617 -1.141026504
## 97  2020-04-06 1677.000 -0.7814089076 -1.285716e-01 -1.158316734 -1.051122105
## 98  2020-04-07 1664.800 -0.8788590508  1.247108e-01 -1.065430598 -1.008056341
## 99  2020-04-08 1665.400 -0.8740666013 -5.453035e-03 -0.965925988 -0.974558906
## 100 2020-04-09 1736.200 -0.3085345737 -6.470125e-01 -0.839833669 -0.808052823
## 101 2020-04-10 1738.350 -0.2913607183 -5.566266e-02 -0.720416797 -0.678879797
## 102 2020-04-11 1740.500 -0.2741868628 -5.894362e-02 -0.615016513 -0.577706563
## 103 2020-04-12 1742.650 -0.2570130073 -6.263559e-02 -0.523632817 -0.497533174
## 104 2020-04-13 1744.800 -0.2398391518 -6.682096e-02 -0.446265709 -0.433109669
## 105 2020-04-14 1756.700 -0.1447857246 -3.963216e-01 -0.341398091 -0.361028683
## 106 2020-04-15 1727.200 -0.3804243124  1.627499e+00 -0.270877764 -0.365877590
## 107 2020-04-16 1720.400 -0.4347404207  1.427777e-01 -0.288907171 -0.383093298
## 108 2020-04-17 1689.200 -0.6839587644  5.732578e-01 -0.344992606 -0.458309664
## 109 2020-04-18 1693.333 -0.6509426697 -4.827205e-02 -0.398814864 -0.506467916
## 110 2020-04-19 1697.467 -0.6179265750 -5.072043e-02 -0.450373946 -0.534332581
## 111 2020-04-20 1701.600 -0.5849104804 -5.343045e-02 -0.499669850 -0.546977056
## 112 2020-04-21 1678.200 -0.7718240005  3.195592e-01 -0.589246746 -0.603188792
## 113 2020-04-22 1728.700 -0.3684426893 -5.226338e-01 -0.587535086 -0.544502266
## 114 2020-04-23 1733.300 -0.3316982623 -9.972902e-02 -0.572814777 -0.491301265
## 115 2020-04-24 1723.500 -0.4099785913  2.359986e-01 -0.533674753 -0.470970597
## 116 2020-04-25 1719.633 -0.4408644892  7.533539e-02 -0.503663584 -0.463444070
## 117 2020-04-26 1715.767 -0.4717503871  7.005758e-02 -0.482781271 -0.465520649
## 118 2020-04-27 1711.900 -0.5026362850  6.547085e-02 -0.471027815 -0.474799558
## 119 2020-04-28 1710.500 -0.5138193249  2.224877e-02 -0.434170004 -0.484554500
## 120 2020-04-29 1703.400 -0.5705321492  1.103750e-01 -0.463039927 -0.506048912
## 121 2020-04-30 1684.200 -0.7238975081  2.688111e-01 -0.519068391 -0.560511061
## 122 2020-05-01 1694.500 -0.6416233047 -1.136545e-01 -0.552160493 -0.580789122
## 123 2020-05-02 1698.633 -0.6086072127 -5.145713e-02 -0.576123739 -0.587743645
## 124 2020-05-03 1702.767 -0.5755911207 -5.424860e-02 -0.590958129 -0.584705514
## 125 2020-05-04 1706.900 -0.5425750286 -5.736032e-02 -0.596663664 -0.574172892
## 126 2020-05-05 1704.400 -0.5625444005  3.680481e-02 -0.603624389 -0.571265769
## 127 2020-05-06 1684.200 -0.7238975081  2.868273e-01 -0.625533726 -0.609423704
## 128 2020-05-07 1721.800 -0.4235573728 -4.148932e-01 -0.582627993 -0.562957121
## 129 2020-05-08 1709.900 -0.5186117824  2.244192e-01 -0.565054918 -0.551870787
## 130 2020-05-09 1705.033 -0.5574854264  7.495712e-02 -0.557751806 -0.553274447
## 131 2020-05-10 1700.167 -0.5963590703  6.973033e-02 -0.560718656 -0.564045602
## 132 2020-05-11 1695.300 -0.6352327143  6.518496e-02 -0.573955468 -0.581842380
## 133 2020-05-12 1704.400 -0.5625444005 -1.144279e-01 -0.573955468 -0.577017885
## 134 2020-05-13 1713.900 -0.4866607875 -1.348936e-01 -0.540064508 -0.554428611
## 135 2020-05-14 1738.100 -0.2933576514 -3.972030e-01 -0.521464548 -0.489160871
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## 137 2020-05-16 1746.200 -0.2286564367  3.360415e-01 -0.424850825 -0.364406733
## 138 2020-05-17 1739.000 -0.2861681610  2.515203e-01 -0.380537838 -0.344847090
## 139 2020-05-18 1731.800 -0.3436798854  2.009718e-01 -0.338887434 -0.344555289
## 140 2020-05-19 1744.200 -0.2446325838 -2.881964e-01 -0.293471460 -0.319574612
## 141 2020-05-20 1750.600 -0.1935107922 -2.089738e-01 -0.251592889 -0.288058657
## 142 2020-05-21 1720.500 -0.4339418375  1.242468e+00 -0.271676344 -0.324529452
## 143 2020-05-22 1734.600 -0.3213147720 -2.595442e-01 -0.293129210 -0.323725782
## 144 2020-05-23 1727.150 -0.3808233543  1.852034e-01 -0.314867341 -0.338000175
## 145 2020-05-24 1719.700 -0.4403319367  1.562630e-01 -0.336890737 -0.363583116
## 146 2020-05-25 1712.250 -0.4998405190  1.351448e-01 -0.359199399 -0.397647466
## 147 2020-05-26 1704.800 -0.5593491013  1.190551e-01 -0.404158902 -0.438072875
## 148 2020-05-27 1710.300 -0.5154164832 -7.854239e-02 -0.450145429 -0.457408777
## 149 2020-05-28 1713.300 -0.4914532370 -4.649298e-02 -0.458361343 -0.465919892
## 150 2020-05-29 1736.900 -0.3029425665 -3.835780e-01 -0.455736743 -0.425175561
## 151 2020-05-30 1737.200 -0.3005461753 -7.910381e-03 -0.444268574 -0.394018214
## 152 2020-05-31 1737.500 -0.2981497841 -7.973454e-03 -0.423956838 -0.370051107
## 153 2020-06-01 1737.800 -0.2957533930 -8.037541e-03 -0.394801534 -0.351476678
## 154 2020-06-02 1725.200 -0.3963998099  3.403052e-01 -0.371523064 -0.362707461
## 155 2020-06-03 1697.800 -0.6152633425  5.521282e-01 -0.385786901 -0.425846432
## 156 2020-06-04 1718.900 -0.4467220438 -2.739336e-01 -0.379396731 -0.431065335
## 157 2020-06-05 1676.200 -0.7877994980  7.635116e-01 -0.448662007 -0.520248875
## 158 2020-06-06 1683.567 -0.7289561547 -7.469330e-02 -0.509863432 -0.572425695
## 159 2020-06-07 1690.933 -0.6701128114 -8.072275e-02 -0.563001008 -0.596847474
## 160 2020-06-08 1698.300 -0.6112694681 -8.781110e-02 -0.608074733 -0.600452973
## 161 2020-06-09 1714.700 -0.4802711716 -2.143053e-01 -0.620056356 -0.570407522
## 162 2020-06-10 1713.300 -0.4914532370  2.328282e-02 -0.602369198 -0.550668951
## 163 2020-06-11 1732.000 -0.3420827270 -3.039364e-01 -0.587420724 -0.498522395
## 164 2020-06-12 1729.300 -0.3636492572  6.304478e-02 -0.526827832 -0.464804111
## 165 2020-06-13 1726.300 -0.3876125034  6.589659e-02 -0.478064454 -0.445506209
## 166 2020-06-14 1723.300 -0.4115757497  6.182269e-02 -0.441130588 -0.437023594
## 167 2020-06-15 1720.300 -0.4355389959  5.822317e-02 -0.416026235 -0.436652444
## 168 2020-06-16 1729.600 -0.3612535157 -1.705599e-01 -0.399023712 -0.417802712
## 169 2020-06-17 1729.200 -0.3644488149  8.845033e-03 -0.380880223 -0.404464238
## 170 2020-06-18 1724.800 -0.3995941265  9.643415e-02 -0.389096138 -0.403246710
## 171 2020-06-19 1745.900 -0.2310528279 -4.217812e-01 -0.370153791 -0.360198240
## 172 2020-06-20 1749.500 -0.2022971268 -1.244551e-01 -0.343680165 -0.320722961
## 173 2020-06-21 1753.100 -0.1735414257 -1.421459e-01 -0.309675262 -0.283927577
## 174 2020-06-22 1756.700 -0.1447857246 -1.656993e-01 -0.268139080 -0.249142114
## 175 2020-06-23 1772.100 -0.0217741944 -8.496109e-01 -0.219642034 -0.192300134
## 176 2020-06-24 1765.800 -0.0720964283  2.311095e+00 -0.177877408 -0.162249208
## 177 2020-06-25 1762.100 -0.1016516817  4.099406e-01 -0.135314201 -0.147099826
## 178 2020-06-26 1772.500 -0.0185789032 -8.172298e-01 -0.104960784 -0.114969595
## 179 2020-06-27 1773.267 -0.0124548320 -3.296250e-01 -0.077840456 -0.089340905
## 180 2020-06-28 1774.033 -0.0063307608 -4.917024e-01 -0.053953218 -0.068588369
## 181 2020-06-29 1774.800 -0.0002066897 -9.673515e-01 -0.033299070 -0.051492949
## 182 2020-06-30 1793.000  0.1451699460 -7.033570e+02 -0.009449907 -0.002327225
## 183 2020-07-01 1773.200 -0.0129878705 -1.089467e+00 -0.001005827 -0.004992387
## 184 2020-07-02 1784.000  0.0732802073 -6.642203e+00  0.023984442  0.014575762
## 185 2020-07-03 1785.125  0.0822664246  1.226282e-01  0.038390918  0.031498428
## 186 2020-07-04 1786.250  0.0912526420  1.092331e-01  0.053206271  0.046436981
## 187 2020-07-05 1787.375  0.1002388593  9.847624e-02  0.068430503  0.059887451
## 188 2020-07-06 1788.500  0.1092250766  8.964804e-02  0.084063612  0.072221857
## 189 2020-07-07 1804.200  0.2346323404  1.148155e+00  0.096843954  0.112824478
## 190 2020-07-08 1815.500  0.3248942925  3.846953e-01  0.145112835  0.165841932
## 191 2020-07-09 1799.200  0.1946935967 -4.007479e-01  0.162457605  0.173054848
## 192 2020-07-10 1798.200  0.1867058480 -4.102728e-02  0.177377522  0.176467598
## 193 2020-07-11 1802.467  0.2207870397  1.825395e-01  0.195882436  0.187547458
## 194 2020-07-12 1806.733  0.2548682315  1.543623e-01  0.217972347  0.204377652
## 195 2020-07-13 1811.000  0.2889494232  1.337208e-01  0.243647253  0.225520595
## 196 2020-07-14 1810.600  0.2857541320 -1.105831e-02  0.250950366  0.240578979
## 197 2020-07-15 1811.400  0.2921447144  2.236392e-02  0.246271855  0.253470413
## 198 2020-07-16 1798.700  0.1906997224 -3.472423e-01  0.245701302  0.237777740
## 199 2020-07-17 1808.300  0.2673828930  4.021147e-01  0.257226594  0.245179028
## 200 2020-07-18 1810.833  0.2876184566  7.568010e-02  0.266773939  0.255788885
## 201 2020-07-19 1813.367  0.3078540202  7.035558e-02  0.274343337  0.268805169
## 202 2020-07-20 1815.900  0.3280895837  6.573104e-02  0.279934789  0.283626273
## 203 2020-07-21 1842.400  0.5397649253  6.451754e-01  0.316222045  0.347660936
## 204 2020-07-22 1864.100  0.7130986895  3.211282e-01  0.376358327  0.439020374
## 205 2020-07-23 1889.100  0.9127924079  2.800366e-01  0.479514425  0.557463383
## 206 2020-07-24 1897.300  0.9782925307  7.175796e-02  0.581072945  0.662670670
## 207 2020-07-25 1908.533  1.0680214444  9.171992e-02  0.692559086  0.764008363
## 208 2020-07-26 1919.767  1.1577503581  8.401415e-02  0.813972849  0.862443862
## 209 2020-07-27 1931.000  1.2474792717  7.750282e-02  0.945314233  0.958702714
## 210 2020-07-28 1944.700  1.3569110380  8.772231e-02  1.062049391  1.058254795
## 211 2020-07-29 1953.500  1.4272036183  5.180338e-02  1.164064381  1.150492001
## 212 2020-07-30 1942.300  1.3377412239 -6.268369e-02  1.224771355  1.197304307
## 213 2020-07-31 1962.800  1.5014900730  1.224070e-01  1.299513861  1.273350748
## 214 2020-08-01 1963.867  1.5100102078  5.674453e-03  1.362655113  1.332515613
## 215 2020-08-02 1964.933  1.5185303427  5.642435e-03  1.414195111  1.379019296
## 216 2020-08-03 1966.000  1.5270504776  5.610777e-03  1.454133854  1.416027091
## 217 2020-08-04 2001.200  1.8082188417  1.841251e-01  1.518606398  1.514075029
## 218 2020-08-05 2031.100  2.0470527287  1.320824e-01  1.607156271  1.647319454
## 219 2020-08-06 2051.500  2.2100029946  7.960238e-02  1.731765095  1.787990339
## 220 2020-08-07 2010.100  1.8793100052 -1.496346e-01  1.785739371  1.810820256
## 221 2020-08-08 2014.867  1.9173850686  2.026013e-02  1.843935780  1.837461459
## 222 2020-08-09 2019.633  1.9554601321  1.985781e-02  1.906354321  1.866961127
## 223 2020-08-10 2024.400  1.9935351955  1.947115e-02  1.972994995  1.898604644
## 224 2020-08-11 1932.600  1.2602594780 -3.678268e-01  1.894715086  1.739018353
## 225 2020-08-12 1934.900  1.2786316835  1.457811e-02  1.784940651  1.623921685
## 226 2020-08-13 1956.700  1.4527640229  1.361865e-01  1.676763655  1.581132270
## 227 2020-08-14 1937.000  1.2954057642 -1.083165e-01  1.593348764  1.509700643
## 228 2020-08-15 1953.000  1.4232097440  9.865942e-02  1.522752289  1.488077919
## 229 2020-08-16 1969.000  1.5510137238  8.979982e-02  1.464974230  1.503811870
## 230 2020-08-17 1985.000  1.6788177036  8.240029e-02  1.420014589  1.547563328
## 231 2020-08-18 1999.400  1.7938414771  6.851475e-02  1.496240588  1.609132865
## 232 2020-08-19 1958.700  1.4687395204 -1.812323e-01  1.523398851  1.574034529
## 233 2020-08-20 1933.800  1.2698453596 -1.354183e-01  1.497267613  1.497987237
## 234 2020-08-21 1934.600  1.2762349755  5.031806e-03  1.494528929  1.442549171
## 235 2020-08-22 1932.300  1.2578630868 -1.439538e-02  1.470907978  1.396377650
## 236 2020-08-23 1930.000  1.2394911982 -1.460563e-02  1.426404760  1.357156037
## 237 2020-08-24 1927.700  1.2211193095 -1.482212e-02  1.361019275  1.323146855
## 238 2020-08-25 1911.800  1.0941148874 -1.040066e-01  1.261058334  1.265888863
## 239 2020-08-26 1940.700  1.3249600431  2.109880e-01  1.240518409  1.280656658
## 240 2020-08-27 1921.600  1.1723942419 -1.151475e-01  1.226596820  1.253591054
## 241 2020-08-28 1964.600  1.5158674376  2.929673e-01  1.260830029  1.319160150
## 242 2020-08-29 1965.600  1.5238551864  5.269424e-03  1.298828901  1.370333909
## 243 2020-08-30 1966.600  1.5318429351  5.241803e-03  1.340593434  1.410711166
## 244 2020-08-31 1967.600  1.5398306838  5.214470e-03  1.386123631  1.442991045
## 245 2020-09-01 1968.200  1.5446231334  3.112322e-03  1.450481952  1.468399067
## 246 2020-09-02 1934.400  1.2746378092 -1.747904e-01  1.443293061  1.419958753
## 247 2020-09-03 1927.600  1.2203207343 -4.261373e-02  1.450139703  1.370049248
## 248 2020-09-04 1923.900  1.1907664474 -2.421846e-02  1.403696704  1.325228548
## 249 2020-09-05 1926.175  1.2089385279  1.526083e-02  1.358708610  1.296156043
## 250 2020-09-06 1928.450  1.2271106083  1.503143e-02  1.315175421  1.278894684
## 251 2020-09-07 1930.725  1.2452826888  1.480884e-02  1.273097136  1.270491685
## 252 2020-09-08 1933.000  1.2634547692  1.459274e-02  1.232930226  1.268732456
## 253 2020-09-09 1944.700  1.3569110380  7.396883e-02  1.244683545  1.290777102
## 254 2020-09-10 1954.200  1.4327946510  5.592379e-02  1.275036962  1.326281489
## 255 2020-09-11 1937.800  1.3017963546 -9.142852e-02  1.290898377  1.320160205
## 256 2020-09-12 1942.900  1.3425336787  3.129316e-02  1.309983398  1.325753574
## 257 2020-09-13 1948.000  1.3832710029  3.034361e-02  1.332292026  1.340132931
## 258 2020-09-14 1953.100  1.4240083271  2.945000e-02  1.357824260  1.361101780
## 259 2020-09-15 1956.300  1.4495697062  1.795030e-02  1.384412108  1.383218762
## 260 2020-09-16 1960.200  1.4807211435  2.149013e-02  1.402099266  1.407594357
## 261 2020-09-17 1940.000  1.3193690104 -1.089686e-01  1.385895603  1.385538020
## 262 2020-09-18 1952.100  1.4160205784  7.325590e-02  1.402213350  1.393158660
## 263 2020-09-19 1935.133  1.2804950416 -9.570873e-02  1.393350687  1.364992755
## 264 2020-09-20 1918.167  1.1449695048 -1.058384e-01  1.359307616  1.309986943
## 265 2020-09-21 1901.200  1.0094439680 -1.183661e-01  1.300084136  1.234851199
## 266 2020-09-22 1898.600  0.9886760209 -2.057365e-02  1.234242181  1.173307404
## 267 2020-09-23 1859.900  0.6795505282 -3.126661e-01  1.119789236  1.049868185
## 268 2020-09-24 1868.300  0.7466478173  9.873775e-02  1.037971923  0.974063093
## 269 2020-09-25 1857.700  0.6619768979 -1.134014e-01  0.930251397  0.896041545
## 270 2020-09-26 1862.733  0.7021821608  6.073515e-02  0.847635271  0.847576699
## 271 2020-09-27 1867.767  0.7423874237  5.725760e-02  0.790123545  0.821279380
## 272 2020-09-28 1872.800  0.7825926866  5.415671e-02  0.757716219  0.811607707
## 273 2020-09-29 1894.300  0.9543292845  2.194457e-01  0.752809543  0.847288101
## 274 2020-09-30 1887.500  0.9000122017 -5.691650e-02  0.784304067  0.860469126
## 275 2020-10-01 1908.400  1.0669563420  1.854910e-01  0.830062428  0.912090930
## 276 2020-10-02 1900.200  1.0014562192 -6.138969e-02  0.878559474  0.934432252
## 277 2020-10-03 1904.300  1.0342061195  3.270228e-02  0.925991468  0.959375719
## 278 2020-10-04 1908.400  1.0669560198  3.166671e-02  0.972358410  0.986270794
## 279 2020-10-05 1912.500  1.0997059201  3.069471e-02  1.017660301  1.014629576
## 280 2020-10-06 1901.100  1.0086453928 -8.280443e-02  1.025419745  1.013133530
## 281 2020-10-07 1883.600  0.8688597899 -1.385875e-01  1.020969400  0.977065095
## 282 2020-10-08 1888.600  0.9087985336  4.596685e-02  0.998375428  0.959998455
## 283 2020-10-09 1919.500  1.1556201613  2.715911e-01  1.020398848  1.008903881
## 284 2020-10-10 1920.500  1.1636079100  6.912088e-03  1.038884818  1.047579888
## 285 2020-10-11 1921.500  1.1715956587  6.864639e-03  1.053833338  1.078583831
## 286 2020-10-12 1922.500  1.1795834075  6.817837e-03  1.065244408  1.103833725
## 287 2020-10-13 1888.500  0.9079999504 -2.302368e-01  1.050866487  1.054875281
## 288 2020-10-14 1901.300  1.0102435256  1.126031e-01  1.071064164  1.043717342
## 289 2020-10-15 1903.200  1.0254194654  1.502206e-02  1.087724297  1.039142873
## 290 2020-10-16 1900.800  1.0062496513 -1.869461e-02  1.066385653  1.030919568
## 291 2020-10-17 1902.667  1.0211600490  1.481779e-02  1.046035958  1.028479688
## 292 2020-10-18 1904.533  1.0360704468  1.460143e-02  1.026675214  1.030377378
## 293 2020-10-19 1906.400  1.0509808445  1.439130e-02  1.008303419  1.035528244
## 294 2020-10-20 1910.400  1.0829318394  3.040112e-02  1.033293689  1.047379143
## 295 2020-10-21 1924.600  1.1963574881  1.047394e-01  1.059881398  1.084623729
## 296 2020-10-22 1901.100  1.0086453928 -1.569030e-01  1.057485102  1.065629145
## 297 2020-10-23 1902.000  1.0158345583  7.127545e-03  1.058854374  1.053180499
## 298 2020-10-24 1902.233  1.0176982359  1.834627e-03  1.058359829  1.044309933
## 299 2020-10-25 1902.467  1.0195619135  1.831267e-03  1.056001468  1.038122928
## 300 2020-10-26 1902.700  1.0214255911  1.827920e-03  1.051779288  1.033948594
## 301 2020-10-27 1908.800  1.0701516412  4.770396e-02  1.049953546  1.042999356
## 302 2020-10-28 1876.200  0.8097502495 -2.433313e-01  0.994723940  0.984687079
## 303 2020-10-29 1865.600  0.7250803126 -1.045630e-01  0.954214643  0.919785387
## 304 2020-10-30 1877.400  0.8193361311  1.299936e-01  0.926143439  0.894673073
## 305 2020-10-31 1881.733  0.8539497090  4.224588e-02  0.902750793  0.884492232
## 306 2020-11-01 1886.067  0.8885632868  4.053351e-02  0.884036703  0.885509996
## 307 2020-11-02 1890.400  0.9231768647  3.895454e-02  0.870001171  0.894926713
## 308 2020-11-03 1908.500  1.0677549251  1.566093e-01  0.869658783  0.938133766
## 309 2020-11-04 1894.600  0.9567250260 -1.039844e-01  0.890655179  0.942781581
## 310 2020-11-05 1945.300  1.3617044701  4.232976e-01  0.981601488  1.047512303
## 311 2020-11-06 1950.300  1.4016432138  2.932996e-02  1.064788214  1.136045031
## 312 2020-11-07 1917.933  1.1431061520 -1.844528e-01  1.106096277  1.137810311
## 313 2020-11-08 1885.567  0.8845690903 -2.261707e-01  1.105525677  1.074500006
## 314 2020-11-09 1853.200  0.6260320286 -2.922746e-01  1.063076415  0.962383012
## 315 2020-11-10 1875.400  0.8033606336  2.832580e-01  1.025305802  0.922627417
## 316 2020-11-11 1860.700  0.6859401441 -1.461616e-01  0.986622247  0.863455599
## 317 2020-11-12 1872.600  0.7809945538  1.385754e-01  0.903663688  0.842840338
## 318 2020-11-13 1885.700  0.8856338625  1.339821e-01  0.829948066  0.853538719
## 319 2020-11-14 1886.233  0.8898942561  4.810559e-03  0.793774938  0.862627603
## 320 2020-11-15 1886.767  0.8941546497  4.787528e-03  0.795144304  0.870509365
## 321 2020-11-16 1887.300  0.8984150433  4.764717e-03  0.834056163  0.877485784
## 322 2020-11-17 1884.500  0.8760489554 -2.489505e-02  0.844440209  0.877126577
## 323 2020-11-18 1873.500  0.7881837193 -1.002972e-01  0.859046434  0.854890863
## 324 2020-11-19 1861.100  0.6891354433 -1.256665e-01  0.845923704  0.813452008
## 325 2020-11-20 1872.600  0.7809945538  1.332962e-01  0.830975232  0.805337644
## 326 2020-11-21 1861.000  0.6883368628 -1.186406e-01  0.802181318  0.776087449
## 327 2020-11-22 1849.400  0.5956791718 -1.346110e-01  0.759541964  0.730985380
## 328 2020-11-23 1837.800  0.5030214808 -1.555497e-01  0.703057170  0.673994405
## 329 2020-11-24 1804.800  0.2394257725 -5.240248e-01  0.612111001  0.565352247
## 330 2020-11-25 1805.700  0.2466139635  3.002263e-02  0.534743893  0.485667676
## 331 2020-11-26 1799.700  0.1986874711 -1.943381e-01  0.464679897  0.413922625
## 332 2020-11-27 1793.700  0.1507609787 -2.412155e-01  0.374646529  0.348132213
## 333 2020-11-28 1787.700  0.1028344862 -3.178972e-01  0.291003332  0.286807781
## 334 2020-11-29 1781.700  0.0549079938 -4.660547e-01  0.213750307  0.228832835
## 335 2020-11-30 1775.700  0.0069815014 -8.728509e-01  0.142887452  0.173370001
## 336 2020-12-01 1814.100  0.3137112526  4.393464e+01  0.153499664  0.208455314
## 337 2020-12-02 1825.700  0.4063689383  2.953598e-01  0.176321803  0.257933720
## 338 2020-12-03 1836.800  0.4950337321  2.181879e-01  0.218656983  0.317208723
## 339 2020-12-04 1835.900  0.4878445585 -1.452259e-02  0.266811780  0.359867682
## 340 2020-12-05 1844.533  0.5568055225  1.413585e-01  0.331664786  0.409102142
## 341 2020-12-06 1853.167  0.6257664865  1.238511e-01  0.413215999  0.463268228
## 342 2020-12-07 1861.800  0.6947274505  1.102024e-01  0.511465420  0.521133034
## 343 2020-12-08 1870.800  0.7666171891  1.034791e-01  0.576166268  0.582504073
## 344 2020-12-09 1834.600  0.4774601017 -3.771858e-01  0.586322149  0.556243080
## 345 2020-12-10 1833.600  0.4694723530 -1.672967e-02  0.582670523  0.534550398
## 346 2020-12-11 1839.800  0.5189969783  1.054900e-01  0.587120869  0.530662043
## 347 2020-12-12 1836.100  0.4894420470 -5.694625e-02  0.577497515  0.520357044
## 348 2020-12-13 1832.400  0.4598871157 -6.038495e-02  0.553800462  0.505239562
## 349 2020-12-14 1828.700  0.4303321845 -6.426562e-02  0.516029710  0.486512718
## 350 2020-12-15 1852.300  0.6188438375  4.380608e-01  0.494919231  0.519595498
## 351 2020-12-16 1856.100  0.6491966996  4.904769e-02  0.519453031  0.551995798
## 352 2020-12-17 1887.200  0.8976154856  3.826557e-01  0.580616335  0.638400720
## 353 2020-12-18 1885.700  0.8856338625 -1.334828e-02  0.632993033  0.700209006
## 354 2020-12-19 1883.533  0.8683270736 -1.954170e-02  0.687119466  0.742238523
## 355 2020-12-20 1881.367  0.8510202847 -1.993119e-02  0.742995633  0.769433963
## 356 2020-12-21 1879.200  0.8337134957 -2.033652e-02  0.800621534  0.785503846
## 357 2020-12-22 1866.600  0.7330680613 -1.207194e-01  0.816939280  0.772394900
## 358 2020-12-23 1874.700  0.7977686264  8.825997e-02  0.838163841  0.778738332
## 359 2020-12-24 1875.200  0.8017625008  5.006307e-03  0.824470558  0.784494374
## 360 2020-12-25 1875.700  0.8057563751  4.981368e-03  0.813059488  0.789809874
## 361 2020-12-26 1876.200  0.8097502495  4.956677e-03  0.804691371  0.794794968
## 362 2020-12-27 1876.700  0.8137441239  4.932230e-03  0.799366205  0.799532257
## 363 2020-12-28 1877.200  0.8177379983  4.908022e-03  0.797083991  0.804083692
## 364 2020-12-29 1879.700  0.8377073701  2.442026e-02  0.812032463  0.812489612
## 365 2020-12-30 1891.000  0.9279693222  1.077488e-01  0.830632563  0.841359539
## 366 2020-12-31 1893.100  0.9447434029  1.807612e-02  0.851058406  0.867205505
## 367 2021-01-01 1906.000  1.0477853117  1.090687e-01  0.885633968  0.912350457
## 368 2021-01-02 1918.900  1.1508272205  9.834258e-02  0.934359250  0.971969648
## 369 2021-01-03 1931.800  1.2538691293  8.953725e-02  0.997234251  1.042444518
## 370 2021-01-04 1944.700  1.3569110380  8.217916e-02  1.074258971  1.121061148
## 371 2021-01-05 1952.700  1.4208130279  4.709372e-02  1.157559779  1.195999118
## 372 2021-01-06 1906.900  1.0549747189 -2.574852e-01  1.175703407  1.160743018
## 373 2021-01-07 1912.300  1.0981087617  4.088633e-02  1.197612744  1.145084454
## 374 2021-01-08 1834.100  0.4734662274 -5.688349e-01  1.115567161  0.977179897
## 375 2021-01-09 1839.267  0.5147362625  8.716574e-02  1.024697024  0.861568989
## 376 2021-01-10 1844.433  0.5560062976  8.017705e-02  0.925002333  0.785178316
## 377 2021-01-11 1849.600  0.5972763328  7.422584e-02  0.816483090  0.738202820
## 378 2021-01-12 1842.900  0.5437587997 -8.960263e-02  0.691189629  0.689591815
## 379 2021-01-13 1853.600  0.6292273277  1.571810e-01  0.630368573  0.674500693
## 380 2021-01-14 1850.300  0.6028683400 -4.189104e-02  0.559619941  0.656592605
## 381 2021-01-15 1829.300  0.4351256165 -2.782411e-01  0.554142711  0.601225858
## 382 2021-01-16 1831.850  0.4554942780  4.681099e-02  0.545679570  0.564792963
## 383 2021-01-17 1834.400  0.4758629394  4.471771e-02  0.534230519  0.542560457
## 384 2021-01-18 1836.950  0.4962316008  4.280363e-02  0.519795557  0.530978243
## 385 2021-01-19 1839.500  0.5166002622  4.104668e-02  0.515915766  0.527383748
## 386 2021-01-20 1865.900  0.7274770206  4.082010e-01  0.529951437  0.577407066
## 387 2021-01-21 1865.300  0.7226845711 -6.587768e-03  0.547068041  0.613726442
## 388 2021-01-22 1855.700  0.6460014004 -1.061088e-01  0.577193153  0.621795182
## 389 2021-01-23 1855.433  0.6438715284 -3.297008e-03  0.604104189  0.627314268
## 390 2021-01-24 1855.167  0.6417416565 -3.307914e-03  0.627801149  0.630921115
## 391 2021-01-25 1854.900  0.6396117845 -3.318893e-03  0.648284032  0.633093783
## 392 2021-01-26 1850.700  0.6060626567 -5.245233e-02  0.661064374  0.626336001
## 393 2021-01-27 1844.900  0.5597342971 -7.644153e-02  0.637101128  0.609685575
## 394 2021-01-28 1837.900  0.5038200560 -9.989426e-02  0.605834769  0.583219195
## 395 2021-01-29 1847.300  0.5789050938  1.490315e-01  0.596249582  0.582140670
## 396 2021-01-30 1851.800  0.6148499631  6.209113e-02  0.592103644  0.590317993
## 397 2021-01-31 1856.300  0.6507948324  5.846120e-02  0.593396955  0.605437203
## 398 2021-02-01 1860.800  0.6867397018  5.523226e-02  0.600129514  0.625762828
## 399 2021-02-02 1830.500  0.4447105236 -3.524322e-01  0.577079210  0.580499752
## 400 2021-02-03 1832.200  0.4582893051  3.053398e-02  0.562587068  0.549947140
## 401 2021-02-04 1788.900  0.1124203678 -7.546956e-01  0.506672827  0.440565447
## 402 2021-02-05 1810.900  0.2881508401  1.563155e+00  0.465136505  0.402461795
## 403 2021-02-06 1817.900  0.3440650812  1.940450e-01  0.426452950  0.387862617
## 404 2021-02-07 1824.900  0.3999793224  1.625107e-01  0.390622163  0.390891793
## 405 2021-02-08 1831.900  0.4558935635  1.397928e-01  0.357644143  0.407142236
## 406 2021-02-09 1835.300  0.4830521090  5.957212e-02  0.363121513  0.426119704
## 407 2021-02-10 1840.600  0.5253865942  8.763958e-02  0.372706840  0.450936427
## 408 2021-02-11 1824.900  0.3999793224 -2.386952e-01  0.413786690  0.438197151
## 409 2021-02-12 1821.600  0.3736193681 -6.590329e-02  0.425996480  0.422052705
## 410 2021-02-13 1815.500  0.3248940509 -1.304143e-01  0.423257761  0.397763041
## 411 2021-02-14 1809.400  0.2761687337 -1.499729e-01  0.405570535  0.367364464
## 412 2021-02-15 1803.300  0.2274434165 -1.764331e-01  0.372934799  0.332384202
## 413 2021-02-16 1797.200  0.1787180993 -2.142305e-01  0.329458512  0.293967677
## 414 2021-02-17 1771.100 -0.0297619431 -1.166530e+00  0.250151578  0.213035272
## 415 2021-02-18 1773.400 -0.0113897376 -6.173053e-01  0.191384570  0.156929019
## 416 2021-02-19 1775.800  0.0077810591 -1.683164e+00  0.139121954  0.119642029
## 417 2021-02-20 1786.100  0.0900546101  1.057357e+01  0.105573463  0.112245175
## 418 2021-02-21 1796.400  0.1723281612  9.135962e-01  0.090739095  0.127265921
## 419 2021-02-22 1806.700  0.2546017123  4.774237e-01  0.094618852  0.159099869
## 420 2021-02-23 1804.400  0.2362304733 -7.215678e-02  0.102834905  0.178382520
## 421 2021-02-24 1796.400  0.1723284834 -2.705070e-01  0.131704966  0.176869011
## 422 2021-02-25 1774.400 -0.0034019889 -1.019741e+00  0.132846073  0.131801261
## 423 2021-02-26 1728.100 -0.3732351388  1.087109e+02  0.078415188  0.005542161
## 424 2021-02-27 1726.233 -0.3881455392  3.994908e-02  0.010100880 -0.092879764
## 425 2021-02-28 1724.367 -0.4030559396  3.841446e-02 -0.072096848 -0.170423808
## 426 2021-03-01 1722.500 -0.4179663400  3.699338e-02 -0.168177999 -0.232309441
## 427 2021-03-02 1733.100 -0.3332963951 -2.025760e-01 -0.249538980 -0.257556180
## 428 2021-03-03 1715.300 -0.4754777396  4.265913e-01 -0.342082726 -0.312036570
## 429 2021-03-04 1700.200 -0.5960935283  2.536728e-01 -0.426752946 -0.383050809
## 430 2021-03-05 1698.000 -0.6136661841  2.947970e-02 -0.461100238 -0.440704653
## 431 2021-03-06 1691.233 -0.6677167477  8.807812e-02 -0.501038982 -0.497457677
## 432 2021-03-07 1684.467 -0.7217673113  8.094834e-02 -0.546569178 -0.553535085
## 433 2021-03-08 1677.700 -0.7758178749  7.488641e-02 -0.597690826 -0.609105783
## 434 2021-03-09 1716.600 -0.4650942493 -4.005110e-01 -0.616519091 -0.573102899
## 435 2021-03-10 1721.500 -0.4259540888 -8.415533e-02 -0.609444283 -0.536315697
## 436 2021-03-11 1722.300 -0.4195634984 -1.500300e-02 -0.584225708 -0.507127647
## 437 2021-03-12 1719.500 -0.4419295863  5.330799e-02 -0.559691908 -0.490828132
## 438 2021-03-13 1722.633 -0.4169012430 -5.663423e-02 -0.523861122 -0.472346410
## 439 2021-03-14 1725.767 -0.3918728997 -6.003423e-02 -0.476733349 -0.452228032
## 440 2021-03-15 1728.900 -0.3668445564 -6.386852e-02 -0.418308589 -0.430882163
## 441 2021-03-16 1730.600 -0.3532657670 -3.701510e-02 -0.402333091 -0.411478064
## 442 2021-03-17 1726.800 -0.3836186291  8.592076e-02 -0.396285169 -0.404513205
## 443 2021-03-18 1732.200 -0.3404855687 -1.124373e-01 -0.384988321 -0.388506296
## 444 2021-03-19 1741.400 -0.2669976972 -2.158326e-01 -0.359998052 -0.358129146
## 445 2021-03-20 1740.200 -0.2765829291  3.590005e-02 -0.339952578 -0.337742592
## 446 2021-03-21 1739.000 -0.2861681610  3.465591e-02 -0.324851901 -0.324848984
## 447 2021-03-22 1737.800 -0.2957533930  3.349510e-02 -0.314696021 -0.317575087
## 448 2021-03-23 1724.700 -0.4003936842  3.538093e-01 -0.321428580 -0.338279736
## 449 2021-03-24 1732.900 -0.3348935615 -1.635893e-01 -0.314467856 -0.337433192
## 450 2021-03-25 1724.900 -0.3987955514  1.908128e-01 -0.322797854 -0.352773782
## 451 2021-03-26 1732.200 -0.3404855687 -1.462152e-01 -0.333296121 -0.349701729
## 452 2021-03-27 1725.500 -0.3940034187  1.571810e-01 -0.350070477 -0.360777151
## 453 2021-03-28 1718.800 -0.4475212686  1.358309e-01 -0.373120921 -0.382463181
## 454 2021-03-29 1712.100 -0.5010391186  1.195873e-01 -0.402447453 -0.412107165
## 455 2021-03-30 1683.900 -0.7262932496  4.495739e-01 -0.449004534 -0.490653686
## 456 2021-03-31 1713.800 -0.4874593627 -3.288395e-01 -0.470799648 -0.489855105
## 457 2021-04-01 1726.500 -0.3860153451 -2.081076e-01 -0.468973905 -0.463895165
## 458 2021-04-02 1726.625 -0.3850168765 -2.586603e-03 -0.475335520 -0.444175593
## 459 2021-04-03 1726.750 -0.3840184079 -2.593311e-03 -0.473909090 -0.429136297
## 460 2021-04-04 1726.875 -0.3830199393 -2.600054e-03 -0.464694614 -0.417607207
## 461 2021-04-05 1727.000 -0.3820214707 -2.606832e-03 -0.447692093 -0.408710773
## 462 2021-04-06 1741.500 -0.2661991140 -3.031828e-01 -0.381964359 -0.373082858
## 463 2021-04-07 1740.100 -0.2773821540  4.201006e-02 -0.351953330 -0.349157682
## 464 2021-04-08 1756.800 -0.1439861669 -4.809105e-01 -0.317377733 -0.297864803
## 465 2021-04-09 1743.300 -0.2518207749  7.489234e-01 -0.298349718 -0.286353796
## 466 2021-04-10 1739.267 -0.2840382891  1.279383e-01 -0.284066844 -0.285774920
## 467 2021-04-11 1735.233 -0.3162558033  1.134267e-01 -0.274529110 -0.293395140
## 468 2021-04-12 1731.200 -0.3484733174  1.018717e-01 -0.269736517 -0.307164685
## 469 2021-04-13 1746.200 -0.2286570864 -3.438319e-01 -0.264373370 -0.287537785
## 470 2021-04-14 1734.900 -0.3189180640  3.947438e-01 -0.270307072 -0.295382855
## 471 2021-04-15 1765.400 -0.0752917275 -7.639151e-01 -0.260493580 -0.240360073
## 472 2021-04-16 1779.000  0.0333414636 -1.442830e+00 -0.219756118 -0.171934689
## 473 2021-04-17 1775.800  0.0077807316 -7.666350e-01 -0.178067686 -0.127005834
## 474 2021-04-18 1772.600 -0.0177800005 -3.285132e+00 -0.135428286 -0.099699375
## 475 2021-04-19 1769.400 -0.0433407325  1.437611e+00 -0.091837917 -0.085609715
## 476 2021-04-20 1777.300  0.0197626822 -1.455984e+00 -0.056349378 -0.059266615
## 477 2021-04-21 1792.300  0.1395789132  6.062752e+00  0.009150190 -0.009555233
## 478 2021-04-22 1781.200  0.0509141194 -6.352306e-01  0.027179597  0.005562105
## 479 2021-04-23 1777.000  0.0173659662 -6.589165e-01  0.024897383  0.008513070
## 480 2021-04-24 1777.733  0.0232235181  3.373007e-01  0.027103495  0.012190682
## 481 2021-04-25 1778.467  0.0290810700  2.522250e-01  0.033797934  0.016413279
## 482 2021-04-26 1779.200  0.0349386220  2.014215e-01  0.044980699  0.021044615
## 483 2021-04-27 1778.000  0.0253537149 -2.743356e-01  0.045779418  0.022121890
## 484 2021-04-28 1773.200 -0.0129878705 -1.512267e+00  0.023984163  0.013344450
## 485 2021-04-29 1768.100 -0.0537251893  3.136566e+00  0.009035690 -0.003422960
## 486 2021-04-30 1767.300 -0.0601148052  1.189315e-01 -0.002032991 -0.017595921
## 
## [[6]]
##          Date     大盤     大盤_std     大盤_ROC     大盤_7MA    大盤_7EMA
## 1  2021-04-01 16571.28 -0.480558503           NA -0.480558503 -0.480558503
## 2  2021-04-02 16611.96 -0.405053855 -0.157118535 -0.442806179 -0.461682341
## 3  2021-04-03 16652.64 -0.329549207 -0.186406442 -0.405053855 -0.428649057
## 4  2021-04-04 16693.32 -0.254044559 -0.229114943 -0.367301531 -0.384997933
## 5  2021-04-05 16734.00 -0.178539912 -0.297210253 -0.329549207 -0.333383428
## 6  2021-04-06 16774.68 -0.103035264 -0.422900668 -0.291796883 -0.275796387
## 7  2021-04-07 16815.36 -0.027530616 -0.732803945 -0.254044559 -0.213729944
## 8  2021-04-08 16926.44  0.178640955 -7.488810667 -0.159873208 -0.115637219
## 9  2021-04-09 16854.10  0.044373681 -0.751604100 -0.095669275 -0.075634494
## 10 2021-04-10 16855.97  0.047838089  0.078073505 -0.041756804 -0.044766348
## 11 2021-04-11 16857.83  0.051302498  0.072419463  0.001864205 -0.020749137
## 12 2021-04-12 16859.70  0.054766907  0.067529046  0.035193750 -0.001870126
## 13 2021-04-13 16824.91 -0.009803769 -1.179008999  0.048512535 -0.003853537
## 14 2021-04-14 16865.97  0.066407173 -7.773636951  0.061932219  0.013711641
## 15 2021-04-15 17076.73  0.457590478  5.890678428  0.101782151  0.124681350
## 16 2021-04-16 17158.81  0.609936235  0.332930348  0.182576802  0.245995071
## 17 2021-04-17 17193.63  0.674569746  0.105967652  0.272109895  0.353138740
## 18 2021-04-18 17228.46  0.739203257  0.095814423  0.370381432  0.449654869
## 19 2021-04-19 17263.28  0.803836767  0.087436724  0.477391412  0.538200344
## 20 2021-04-20 17323.87  0.916295306  0.139902209  0.609691280  0.632724084
## 21 2021-04-21 17202.11  0.690301567 -0.246638543  0.698819051  0.647118455
## 22 2021-04-22 17096.97  0.495157618 -0.282693766  0.704185785  0.609128246
## 23 2021-04-23 17300.27  0.872492955  0.762050958  0.741693888  0.674969423
## 24 2021-04-24 17390.94  1.040788041  0.192889909  0.794010787  0.766424078
## 25 2021-04-25 17481.62  1.209083128  0.161699674  0.861136483  0.877088840
## 26 2021-04-26 17572.29  1.377378215  0.139192321  0.943070976  1.002161184
## 27 2021-04-27 17595.90  1.421202316  0.031817042  1.015200549  1.106921467
## 28 2021-04-28 17567.53  1.368543792 -0.037052096  1.112092295  1.172327048
## 29 2021-04-29 17566.66  1.366930612 -0.001178757  1.236631294  1.220977939
## 30 2021-04-30 17480.58  1.207165136 -0.116878995  1.284441606  1.217524738
## 31 2021-05-01 17394.50  1.047399659 -0.132347656  1.285386123  1.174993468
## 32 2021-05-02 17308.43  0.887634183 -0.152535352  1.239464845  1.103153647
## 33 2021-05-03 17222.35  0.727868707 -0.179990225  1.146677772  1.009332412
## 34 2021-05-04 16933.78  0.192264164 -0.735853235  0.971115179  0.805065350
## 35 2021-05-05 16843.44  0.024587765 -0.872114677  0.779121461  0.609945954
## 36 2021-05-06 16994.36  0.304704577 11.392528616  0.627374884  0.533635609
## 37 2021-05-07 17285.00  0.844151750  1.770394063  0.575515829  0.611264645
## 38 2021-05-08 17268.54  0.813594387 -0.036198898  0.542115076  0.661847080
## 39 2021-05-09 17252.07  0.783037025 -0.037558473  0.527172625  0.692144566
## 40 2021-05-10 17235.61  0.752479662 -0.039024161  0.530688476  0.707228340
## 41 2021-05-11 16583.13 -0.458561263 -1.609400208  0.437713415  0.415780940
## 42 2021-05-12 15902.37 -1.722095767  2.755432278  0.188187196 -0.118688237
## 43 2021-05-13 15670.10 -2.153204354  0.250339496 -0.162942651 -0.627317266
## 44 2021-05-14 15827.09 -1.861820661 -0.135325610 -0.549510139 -0.935943115
## 45 2021-05-15 15669.36 -2.154583712  0.157245570 -0.973535581 -1.240603264
## 46 2021-05-16 15511.62 -2.447346763  0.135879172 -1.435018980 -1.542289139
## 47 2021-05-17 15353.89 -2.740109814  0.119624671 -1.933960333 -1.841744308
## 48 2021-05-18 16145.98 -1.269939721 -0.536536925 -2.049871542 -1.698793161
## 49 2021-05-19 16132.66 -1.294663055  0.019468116 -1.988809726 -1.597760634
## 50 2021-05-20 16042.36 -1.462265138  0.129456141 -1.890104123 -1.563886760
## 51 2021-05-21 16302.06 -0.980247150 -0.329637885 -1.764165050 -1.417976858
## 52 2021-05-22 16314.14 -0.957831812 -0.022867028 -1.593200493 -1.302940596
## 53 2021-05-23 16326.21 -0.935416473 -0.023402166 -1.377210452 -1.211059565
## 54 2021-05-24 16338.29 -0.913001134 -0.023962951 -1.116194926 -1.136544958
## 55 2021-05-25 16595.67 -0.435287978 -0.523233914 -0.996958963 -0.961230713
## 56 2021-05-26 16643.69 -0.346160726 -0.204754684 -0.861458630 -0.807463216
## 57 2021-05-27 16601.61 -0.424263982  0.225627144 -0.713172751 -0.711663407
## 58 2021-05-28 16870.86  0.075480854 -1.177910117 -0.562354464 -0.514877342
## 59 2021-05-29 16936.72  0.197715139  1.619407808 -0.397276328 -0.336729222
## 60 2021-05-30 17002.57  0.319949424  0.618234321 -0.217938343 -0.172559560
## 61 2021-05-31 17068.43  0.442183709  0.382042522 -0.024340508 -0.018873743
## 62 2021-06-01 17162.38  0.616562957  0.394359277  0.125923911  0.139985432
## 63 2021-06-02 17165.04  0.621496750  0.008002091  0.264160693  0.260363262
## 
## [[7]]
##           Date    SP500    SP500_std     SP500_ROC     SP500_7MA   SP500_7EMA
## 1   2020-01-01 3244.315 -0.357558207            NA -0.3575582073 -0.357558207
## 2   2020-01-02 3257.850 -0.325244665 -9.037282e-02 -0.3414014362 -0.349479822
## 3   2020-01-03 3234.850 -0.380155006  1.688278e-01 -0.3543192929 -0.357148618
## 4   2020-01-04 3238.660 -0.371058989 -2.392713e-02 -0.3585042170 -0.360626211
## 5   2020-01-05 3242.470 -0.361962972 -2.451367e-02 -0.3591959679 -0.360960401
## 6   2020-01-06 3246.280 -0.352866954 -2.512969e-02 -0.3581411323 -0.358937039
## 7   2020-01-07 3237.180 -0.374592350  6.156824e-02 -0.3604913063 -0.362850867
## 8   2020-01-08 3253.050 -0.336704215 -1.011450e-01 -0.3575121644 -0.356314204
## 9   2020-01-09 3274.700 -0.285016872 -1.535096e-01 -0.3517653368 -0.338489871
## 10  2020-01-10 3265.350 -0.307339119  7.831904e-02 -0.3413630672 -0.330702183
## 11  2020-01-11 3272.943 -0.289210749 -5.898491e-02 -0.3296704615 -0.320329324
## 12  2020-01-12 3280.537 -0.271082377 -6.268222e-02 -0.3166875194 -0.308017588
## 13  2020-01-13 3288.130 -0.252954007 -6.687403e-02 -0.3024142413 -0.294251693
## 14  2020-01-14 3283.150 -0.264843290  4.700176e-02 -0.2867358041 -0.286899592
## 15  2020-01-15 3289.290 -0.250184616 -5.534848e-02 -0.2743758614 -0.277720848
## 16  2020-01-16 3316.810 -0.184483199 -2.626117e-01 -0.2600139082 -0.254411436
## 17  2020-01-17 3329.620 -0.153900526 -1.657748e-01 -0.2380941092 -0.229283708
## 18  2020-01-18 3327.412 -0.159170725  3.424419e-02 -0.2195169630 -0.211755463
## 19  2020-01-19 3325.205 -0.164440924  3.311035e-02 -0.2042824697 -0.199926828
## 20  2020-01-20 3322.997 -0.169711124  3.204919e-02 -0.1923906292 -0.192372902
## 21  2020-01-21 3320.790 -0.174981323  3.105394e-02 -0.1795532053 -0.188025007
## 22  2020-01-22 3321.750 -0.172689413 -1.309803e-02 -0.1684824620 -0.184191108
## 23  2020-01-23 3325.540 -0.163641143 -5.239620e-02 -0.1655050255 -0.179053617
## 24  2020-01-24 3295.470 -0.235430446  4.386996e-01 -0.1771521569 -0.193147824
## 25  2020-01-25 3278.190 -0.276684824  1.752296e-01 -0.1939398853 -0.214032074
## 26  2020-01-26 3260.910 -0.317939202  1.491024e-01 -0.2158682107 -0.240008856
## 27  2020-01-27 3243.630 -0.359193580  1.297556e-01 -0.2429371331 -0.269805037
## 28  2020-01-28 3276.240 -0.281340266 -2.167447e-01 -0.2581312679 -0.272688845
## 29  2020-01-29 3273.400 -0.288120500  2.409976e-02 -0.2746214232 -0.276546758
## 30  2020-01-30 3283.660 -0.263625713 -8.501577e-02 -0.2889049331 -0.273316497
## 31  2020-01-31 3225.520 -0.402429506  5.265184e-01 -0.3127619416 -0.305594749
## 32  2020-02-01 3233.320 -0.383807738 -4.627337e-02 -0.3280652150 -0.325147996
## 33  2020-02-02 3241.120 -0.365185970 -4.851848e-02 -0.3348147532 -0.335157490
## 34  2020-02-03 3248.920 -0.346564202 -5.099256e-02 -0.3330105563 -0.338009168
## 35  2020-02-04 3297.590 -0.230369145 -3.352771e-01 -0.3257289675 -0.311099162
## 36  2020-02-05 3334.690 -0.141796377 -3.844819e-01 -0.3048255215 -0.268773466
## 37  2020-02-06 3345.780 -0.115320043 -1.867208e-01 -0.2836389973 -0.230410110
## 38  2020-02-07 3327.710 -0.158460472  3.740931e-01 -0.2487862782 -0.212422701
## 39  2020-02-08 3335.837 -0.139058817 -1.224385e-01 -0.2138221467 -0.194081730
## 40  2020-02-09 3343.963 -0.119657165 -1.395212e-01 -0.1787466031 -0.175475589
## 41  2020-02-10 3352.090 -0.100255510 -1.621437e-01 -0.1435596472 -0.156670569
## 42  2020-02-11 3357.750 -0.086742792 -1.347828e-01 -0.1230415967 -0.139188625
## 43  2020-02-12 3379.450 -0.034936078 -5.972452e-01 -0.1077758397 -0.113125488
## 44  2020-02-13 3373.940 -0.048090686  3.765336e-01 -0.0981716458 -0.096866788
## 45  2020-02-14 3380.160 -0.033241020 -3.087847e-01 -0.0802831527 -0.080960346
## 46  2020-02-15 3377.693 -0.039131945  1.772185e-01 -0.0660078851 -0.070503245
## 47  2020-02-16 3375.225 -0.045022869  1.505400e-01 -0.0553458429 -0.064133151
## 48  2020-02-17 3372.758 -0.050913794  1.308429e-01 -0.0482970262 -0.060828312
## 49  2020-02-18 3370.290 -0.056804719  1.157039e-01 -0.0440201587 -0.059822414
## 50  2020-02-19 3386.150 -0.018940457 -6.665689e-01 -0.0417350699 -0.049601925
## 51  2020-02-20 3373.230 -0.049785745  1.628540e+00 -0.0419772211 -0.049647880
## 52  2020-02-21 3337.750 -0.134490914  1.701394e+00 -0.0564414918 -0.070858638
## 53  2020-02-22 3300.463 -0.223509332  6.618917e-01 -0.0827811186 -0.109021312
## 54  2020-02-23 3263.177 -0.312527748  3.982761e-01 -0.1209961012 -0.159897921
## 55  2020-02-24 3225.890 -0.401546165  2.848336e-01 -0.1710864400 -0.220309982
## 56  2020-02-25 3128.210 -0.634747997  5.807597e-01 -0.2536497655 -0.323919486
## 57  2020-02-26 3116.390 -0.662967138  4.445723e-02 -0.3456535771 -0.408681399
## 58  2020-02-27 2978.760 -0.991545845  4.956184e-01 -0.4801907343 -0.554397510
## 59  2020-02-28 2954.220 -1.050132792  5.908647e-02 -0.6109967168 -0.678331331
## 60  2020-02-29 2999.557 -0.941895755 -1.030699e-01 -0.7136233486 -0.744222437
## 61  2020-03-01 3044.893 -0.833658720 -1.149140e-01 -0.7880706304 -0.766581508
## 62  2020-03-02 3090.230 -0.725421683 -1.298337e-01 -0.8343385614 -0.756291551
## 63  2020-03-03 3003.370 -0.932791780  2.858615e-01 -0.8769162447 -0.800416609
## 64  2020-03-04 3130.120 -0.630188052 -3.244065e-01 -0.8722335180 -0.757859469
## 65  2020-03-05 3023.940 -0.883682836  4.022526e-01 -0.8568245167 -0.789315311
## 66  2020-03-06 2972.370 -1.006801371  1.393243e-01 -0.8506343136 -0.843686826
## 67  2020-03-07 2897.100 -1.186501431  1.784861e-01 -0.8855779816 -0.929390477
## 68  2020-03-08 2821.830 -1.366201491  1.514537e-01 -0.9616555204 -1.038593231
## 69  2020-03-09 2746.560 -1.545901551  1.315326e-01 -1.0788669302 -1.165420311
## 70  2020-03-10 2882.230 -1.222002160 -2.095214e-01 -1.1201826988 -1.179565773
## 71  2020-03-11 2741.380 -1.558268315  2.751764e-01 -1.2527655936 -1.274241409
## 72  2020-03-12 2480.640 -2.180760593  3.994770e-01 -1.4380624160 -1.500871205
## 73  2020-03-13 2711.020 -1.630749966 -2.522105e-01 -1.5271979296 -1.533340895
## 74  2020-03-14 2602.723 -1.889298094  1.585455e-01 -1.6275974528 -1.622330195
## 75  2020-03-15 2494.427 -2.147846219  1.368488e-01 -1.7392609854 -1.753709201
## 76  2020-03-16 2386.130 -2.406394347  1.203755e-01 -1.8621885277 -1.916880487
## 77  2020-03-17 2529.190 -2.064852024 -1.419312e-01 -1.9825956511 -1.953873372
## 78  2020-03-18 2398.100 -2.377817096  1.515678e-01 -2.0996740483 -2.059859303
## 79  2020-03-19 2409.390 -2.350863280 -1.133553e-02 -2.1239744323 -2.132610297
## 80  2020-03-20 2304.920 -2.600275600  1.060939e-01 -2.2624780943 -2.249526623
## 81  2020-03-21 2282.413 -2.654008155  2.066418e-02 -2.3717223888 -2.350647006
## 82  2020-03-22 2259.907 -2.707740708  2.024581e-02 -2.4517073157 -2.439920431
## 83  2020-03-23 2237.400 -2.761473263  1.984405e-02 -2.5024328750 -2.520308639
## 84  2020-03-24 2447.330 -2.260285091 -1.814930e-01 -2.5303518846 -2.455302752
## 85  2020-03-25 2475.560 -2.192888616 -2.981769e-02 -2.5039335303 -2.389699218
## 86  2020-03-26 2630.070 -1.824010493 -1.682156e-01 -2.4286688464 -2.248277037
## 87  2020-03-27 2541.470 -2.035534677  1.159665e-01 -2.3479915717 -2.195091447
## 88  2020-03-28 2569.863 -1.967748259 -3.330153e-02 -2.2499544438 -2.138255650
## 89  2020-03-29 2598.257 -1.899961839 -3.444873e-02 -2.1345574626 -2.078682197
## 90  2020-03-30 2626.650 -1.832175422 -3.567778e-02 -2.0018006283 -2.017055503
## 91  2020-03-31 2584.590 -1.932589724  5.480605e-02 -1.9549870044 -1.995939059
## 92  2020-04-01 2470.500 -2.204968891  1.409400e-01 -1.9567127580 -2.048196517
## 93  2020-04-02 2526.900 -2.070319185 -6.106649e-02 -1.9918997139 -2.053727184
## 94  2020-04-03 2488.650 -2.161637469  4.410831e-02 -2.0099143986 -2.080704755
## 95  2020-04-04 2546.993 -2.022348238 -6.443691e-02 -2.0177143955 -2.066115626
## 96  2020-04-05 2605.337 -1.883059004 -6.887500e-02 -2.0152997047 -2.020351470
## 97  2020-04-06 2663.680 -1.743769772 -7.396966e-02 -2.0026703262 -1.951206046
## 98  2020-04-07 2659.410 -1.753963997  5.846084e-03 -1.9771523651 -1.901895534
## 99  2020-04-08 2749.980 -1.537736622 -1.232793e-01 -1.8818334696 -1.810855806
## 100 2020-04-09 2789.820 -1.442622362 -6.185341e-02 -1.7921624949 -1.718797445
## 101 2020-04-10 2782.773 -1.459447606  1.166296e-02 -1.6918496574 -1.653959985
## 102 2020-04-11 2775.725 -1.476272851  1.152850e-02 -1.6138388879 -1.609538202
## 103 2020-04-12 2768.677 -1.493098096  1.139711e-02 -1.5581301867 -1.580428175
## 104 2020-04-13 2761.630 -1.509923341  1.126868e-02 -1.5247235536 -1.562801967
## 105 2020-04-14 2846.060 -1.308354640 -1.334960e-01 -1.4610650742 -1.499190135
## 106 2020-04-15 2783.360 -1.458045005  1.144112e-01 -1.4496805574 -1.488903853
## 107 2020-04-16 2799.550 -1.419392900 -2.650954e-02 -1.4463620629 -1.471526114
## 108 2020-04-17 2874.560 -1.240313565 -1.261661e-01 -1.4150571999 -1.413722977
## 109 2020-04-18 2857.427 -1.281217790  3.297894e-02 -1.3871921911 -1.380596680
## 110 2020-04-19 2840.293 -1.322122017  3.192605e-02 -1.3627670369 -1.365978014
## 111 2020-04-20 2823.160 -1.363026241  3.093831e-02 -1.3417817369 -1.365240071
## 112 2020-04-21 2736.560 -1.569775613  1.516841e-01 -1.3791275901 -1.416373956
## 113 2020-04-22 2799.310 -1.419965877 -9.543385e-02 -1.3736877147 -1.417271937
## 114 2020-04-23 2797.800 -1.423570861  2.538782e-03 -1.3742845662 -1.418846668
## 115 2020-04-24 2836.740 -1.330605266 -6.530451e-02 -1.3871833805 -1.396786317
## 116 2020-04-25 2850.653 -1.297388489 -2.496366e-02 -1.3894934804 -1.371936860
## 117 2020-04-26 2864.567 -1.264171710 -2.560280e-02 -1.3812148652 -1.344995573
## 118 2020-04-27 2878.480 -1.230954933 -2.627553e-02 -1.3623475355 -1.316485413
## 119 2020-04-28 2863.390 -1.266980892  2.926668e-02 -1.3190911468 -1.304109282
## 120 2020-04-29 2939.510 -1.085251536 -1.434350e-01 -1.2712748123 -1.249394846
## 121 2020-04-30 2912.430 -1.149902495  5.957233e-02 -1.2321793315 -1.224521758
## 122 2020-05-01 2830.710 -1.345001325  1.696655e-01 -1.2342359113 -1.254641650
## 123 2020-05-02 2834.720 -1.335427826 -7.117836e-03 -1.2396701023 -1.274838194
## 124 2020-05-03 2838.730 -1.325854327 -7.168863e-03 -1.2484819048 -1.287592227
## 125 2020-05-04 2842.740 -1.316280829 -7.220626e-03 -1.2606713185 -1.294764378
## 126 2020-05-05 2868.440 -1.254924491 -4.661341e-02 -1.2589489755 -1.284804406
## 127 2020-05-06 2848.420 -1.302720362  3.808665e-02 -1.2900159505 -1.289283395
## 128 2020-05-07 2881.190 -1.224485063 -6.005533e-02 -1.3006706031 -1.273083812
## 129 2020-05-08 2929.800 -1.108433250 -9.477601e-02 -1.2668751639 -1.231921171
## 130 2020-05-09 2929.973 -1.108019434 -3.733344e-04 -1.2343882507 -1.200945737
## 131 2020-05-10 2930.147 -1.107605615 -3.734760e-04 -1.2032098632 -1.177610706
## 132 2020-05-11 2930.320 -1.107191799 -3.736134e-04 -1.1733400018 -1.160005980
## 133 2020-05-12 2870.120 -1.250913649  1.298075e-01 -1.1727670243 -1.182732897
## 134 2020-05-13 2820.000 -1.370570444  9.565552e-02 -1.1824598933 -1.229692284
## 135 2020-05-14 2852.500 -1.292979745 -5.661197e-02 -1.1922448479 -1.245514149
## 136 2020-05-15 2863.700 -1.266240796 -2.068010e-02 -1.2147887830 -1.250695811
## 137 2020-05-16 2893.770 -1.194451493 -5.669483e-02 -1.2271362201 -1.236634731
## 138 2020-05-17 2923.840 -1.122662191 -6.010232e-02 -1.2292871595 -1.208141596
## 139 2020-05-18 2953.910 -1.050872888 -6.394560e-02 -1.2212416008 -1.168824419
## 140 2020-05-19 2922.940 -1.124810856  7.035862e-02 -1.2032269161 -1.157821028
## 141 2020-05-20 2971.610 -1.008615799 -1.033019e-01 -1.1515191097 -1.120519721
## 142 2020-05-21 2948.510 -1.063764881  5.467799e-02 -1.1187741292 -1.106331011
## 143 2020-05-22 2955.450 -1.047196282 -1.557543e-02 -1.0874820558 -1.091547329
## 144 2020-05-23 2964.530 -1.025518635 -2.070065e-02 -1.0633487903 -1.075040155
## 145 2020-05-24 2973.610 -1.003840987 -2.113823e-02 -1.0463743326 -1.057240363
## 146 2020-05-25 2982.690 -0.982163339 -2.159470e-02 -1.0365586828 -1.038471107
## 147 2020-05-26 2991.770 -0.960485691 -2.207133e-02 -1.0130836593 -1.018974753
## 148 2020-05-27 3036.130 -0.854580355 -1.102623e-01 -0.9910785958 -0.977876154
## 149 2020-05-28 3029.730 -0.869859754  1.787942e-02 -0.9633778634 -0.950872054
## 150 2020-05-29 3044.310 -0.835051373 -4.001608e-02 -0.9330714477 -0.921916884
## 151 2020-05-30 3048.117 -0.825963313 -1.088323e-02 -0.9045635445 -0.897928491
## 152 2020-05-31 3051.923 -0.816875255 -1.100298e-02 -0.8778541542 -0.877665182
## 153 2020-06-01 3055.730 -0.807787195 -1.112540e-02 -0.8529432764 -0.860195685
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## 156 2020-06-04 3112.350 -0.672612259  3.878863e-02 -0.7648104734 -0.757625393
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## 230 2020-08-17 3381.990 -0.028872067 -2.012309e-01 -0.0550585015 -0.054660769
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## 236 2020-08-23 3419.907  0.061650417  7.870904e-01 -0.0002914046  0.006784845
## 237 2020-08-24 3431.280  0.088803182  4.404312e-01  0.0165193452  0.027289429
## 238 2020-08-25 3443.620  0.118263774  3.317515e-01  0.0348819090  0.050033015
## 239 2020-08-26 3478.730  0.202085603  7.087701e-01  0.0703110162  0.088046162
## 240 2020-08-27 3484.550  0.215980307  6.875652e-02  0.1040894025  0.120029698
## 241 2020-08-28 3508.010  0.271988855  2.593225e-01  0.1418956840  0.158019488
## 242 2020-08-29 3505.443  0.265861179 -2.252915e-02  0.1749476168  0.184979910
## 243 2020-08-30 3502.877  0.259733505 -2.304840e-02  0.2032452007  0.203668309
## 244 2020-08-31 3500.310  0.253605828 -2.359217e-02  0.2267884359  0.216152689
## 245 2020-09-01 3526.650  0.316490106  2.479607e-01  0.2551064833  0.241237043
## 246 2020-09-02 3580.840  0.445863645  4.087759e-01  0.2899319177  0.292393693
## 247 2020-09-03 3455.060  0.145575700 -6.734973e-01  0.2798741167  0.255689195
## 248 2020-09-04 3426.960  0.078489587 -4.608332e-01  0.2522313642  0.211389293
## 249 2020-09-05 3403.180  0.021717069 -7.233127e-01  0.2173536343  0.163971237
## 250 2020-09-06 3379.400 -0.035055449 -2.614189e+00  0.1752409267  0.114214566
## 251 2020-09-07 3355.620 -0.091827967  1.619506e+00  0.1258932417  0.062703933
## 252 2020-09-08 3331.840 -0.148600485  6.182487e-01  0.0594517288  0.009877828
## 253 2020-09-09 3398.960  0.011642216 -1.078346e+00 -0.0025799039  0.010318925
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## 255 2020-09-11 3340.970 -0.126803467 -3.242643e-02 -0.0714258759 -0.050468918
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## 273 2020-09-29 3335.470 -0.139934200  3.796769e-01 -0.2181012881 -0.173228941
## 274 2020-09-30 3363.000 -0.074208909 -4.696871e-01 -0.1751006929 -0.148473933
## 275 2020-10-01 3380.800 -0.031713080 -5.726513e-01 -0.1293272960 -0.119283720
## 276 2020-10-02 3348.440 -0.108969543  2.436107e+00 -0.1122812161 -0.116705176
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## 278 2020-10-04 3388.567 -0.013170892 -7.843320e-01 -0.0757845974 -0.080390050
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## 280 2020-10-06 3360.950 -0.079103092 -3.277762e+00 -0.0476439001 -0.058483595
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## 282 2020-10-08 3446.830  0.125927348  1.079376e+00 -0.0058711138  0.009939846
## 283 2020-10-09 3477.130  0.198265754  5.744456e-01  0.0380196428  0.057021323
## 284 2020-10-10 3496.160  0.243698093  2.291487e-01  0.0815579729  0.103690515
## 285 2020-10-11 3515.190  0.289130431  1.864288e-01  0.1247438762  0.150050494
## 286 2020-10-12 3534.220  0.334562770  1.571344e-01  0.1675773530  0.196178563
## 287 2020-10-13 3511.930  0.281347487 -1.590592e-01  0.2190702929  0.217470794
## 288 2020-10-14 3488.670  0.225816421 -1.973754e-01  0.2426783290  0.219557201
## 289 2020-10-15 3483.340  0.213091546 -5.635053e-02  0.2551303574  0.217940787
## 290 2020-10-16 3483.810  0.214213627  5.265722e-03  0.2574086249  0.217008997
## 291 2020-10-17 3464.847  0.168940449 -2.113459e-01  0.2467289616  0.204991860
## 292 2020-10-18 3445.883  0.123667269 -2.679831e-01  0.2230913669  0.184660712
## 293 2020-10-19 3426.920  0.078394091 -3.660886e-01  0.1864958414  0.158094057
## 294 2020-10-20 3443.120  0.117070071  4.933532e-01  0.1630276390  0.147838060
## 295 2020-10-21 3435.560  0.099021280 -1.541708e-01  0.1449140475  0.135633865
## 296 2020-10-22 3453.490  0.141827472  4.322929e-01  0.1347334656  0.137182267
## 297 2020-10-23 3465.390  0.170237606  2.003147e-01  0.1284511769  0.145446102
## 298 2020-10-24 3443.917  0.118972038 -3.011413e-01  0.1213128325  0.138827586
## 299 2020-10-25 3422.443  0.067706469 -4.309044e-01  0.1133184325  0.121047307
## 300 2020-10-26 3400.970  0.016440902 -7.571738e-01  0.1044679769  0.094895705
## 301 2020-10-27 3390.680 -0.008125507 -1.494225e+00  0.0865828943  0.069140402
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## 303 2020-10-29 3310.110 -0.200478820 -3.175855e-01 -0.0184322807 -0.066311726
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## 305 2020-10-31 3283.387 -0.264278270 -1.081718e-01 -0.1398352936 -0.158932384
## 306 2020-11-01 3296.813 -0.232223365 -1.212922e-01 -0.1826824127 -0.177255129
## 307 2020-11-02 3310.240 -0.200168457 -1.380348e-01 -0.2136266069 -0.182983461
## 308 2020-11-03 3369.160 -0.059502488 -7.027379e-01 -0.2209661755 -0.152113218
## 309 2020-11-04 3443.440  0.117834041 -2.980321e+00 -0.1621643622 -0.084626403
## 310 2020-11-05 3510.450  0.277814126  1.357673e+00 -0.0938367984  0.005983729
## 311 2020-11-06 3509.440  0.275402846 -8.679473e-03 -0.0121602237  0.073338508
## 312 2020-11-07 3523.127  0.308078479  1.186467e-01  0.0696050261  0.132023501
## 313 2020-11-08 3536.813  0.340754109  1.060627e-01  0.1514589509  0.184206153
## 314 2020-11-09 3550.500  0.373429742  9.589212e-02  0.2334015509  0.231512050
## 315 2020-11-10 3545.530  0.361564334 -3.177414e-02  0.2935539539  0.264025121
## 316 2020-11-11 3572.660  0.426334662  1.791392e-01  0.3376254713  0.304602507
## 317 2020-11-12 3537.010  0.341223633 -1.996343e-01  0.3466839723  0.313757788
## 318 2020-11-13 3585.150  0.456153365  3.368164e-01  0.3725054750  0.349356682
## 319 2020-11-14 3599.070  0.489386059  7.285421e-02  0.3984065578  0.384364026
## 320 2020-11-15 3612.990  0.522618752  6.790691e-02  0.4243872211  0.418927708
## 321 2020-11-16 3626.910  0.555851446  6.358879e-02  0.4504474644  0.453158642
## 322 2020-11-17 3609.530  0.514358327 -7.464786e-02  0.4722751777  0.468458563
## 323 2020-11-18 3567.790  0.414707994 -1.937372e-01  0.4706142251  0.455020921
## 324 2020-11-19 3581.870  0.448322673  8.105626e-02  0.4859140879  0.453346359
## 325 2020-11-20 3557.540  0.390237081 -1.295620e-01  0.4764974760  0.437569040
## 326 2020-11-21 3564.223  0.406192912  4.088753e-02  0.4646127407  0.429725008
## 327 2020-11-22 3570.907  0.422148744  3.928142e-02  0.4502598825  0.427830942
## 328 2020-11-23 3577.590  0.438104575  3.779670e-02  0.4334389009  0.430399350
## 329 2020-11-24 3635.410  0.576144398  3.150842e-01  0.4422654825  0.466835612
## 330 2020-11-25 3629.650  0.562392938 -2.386808e-02  0.4633633316  0.490724944
## 331 2020-11-26 3634.000  0.572778155  1.846612e-02  0.4811426862  0.511238246
## 332 2020-11-27 3638.350  0.583163372  1.813131e-02  0.5087035848  0.529219528
## 333 2020-11-28 3632.777  0.569857562 -2.281661e-02  0.5320842492  0.539379036
## 334 2020-11-29 3627.203  0.556551751 -2.334936e-02  0.5512846787  0.543672215
## 335 2020-11-30 3621.630  0.543245941 -2.390759e-02  0.5663048739  0.543565647
## 336 2020-12-01 3662.450  0.640699860  1.793919e-01  0.5755270827  0.567849200
## 337 2020-12-02 3669.010  0.656361244  2.444418e-02  0.5889511264  0.589977211
## 338 2020-12-03 3666.720  0.650894084 -8.329499e-03  0.6001105448  0.605206429
## 339 2020-12-04 3699.120  0.728246043  1.188395e-01  0.6208366407  0.635966333
## 340 2020-12-05 3696.733  0.722548100 -7.824201e-03  0.6426495746  0.657611774
## 341 2020-12-06 3694.347  0.716850159 -7.885899e-03  0.6655493472  0.672421370
## 342 2020-12-07 3691.960  0.711152215 -7.948584e-03  0.6895359578  0.682104082
## 343 2020-12-08 3702.250  0.735718624  3.454452e-02  0.7031100670  0.695507717
## 344 2020-12-09 3672.820  0.665457262 -9.550032e-02  0.7044094980  0.687995103
## 345 2020-12-10 3668.100  0.654188705 -1.693355e-02  0.7048801581  0.679543504
## 346 2020-12-11 3663.460  0.643111140 -1.693329e-02  0.6927180291  0.670435413
## 347 2020-12-12 3658.137  0.630402182 -1.976168e-02  0.6795543266  0.660427105
## 348 2020-12-13 3652.813  0.617693222 -2.016008e-02  0.6653890499  0.649743634
## 349 2020-12-14 3647.490  0.604984264 -2.057487e-02  0.6502221998  0.638553792
## 350 2020-12-15 3694.620  0.717502715  1.859857e-01  0.6476199271  0.658291023
## 351 2020-12-16 3701.170  0.733140226  2.179436e-02  0.6572889219  0.677003323
## 352 2020-12-17 3722.480  0.784015851  6.939413e-02  0.6758356571  0.703756455
## 353 2020-12-18 3709.410  0.752812452 -3.979945e-02  0.6915072731  0.716020454
## 354 2020-12-19 3704.580  0.741281281 -1.531746e-02  0.7073471443  0.722335661
## 355 2020-12-20 3699.750  0.729750109 -1.555573e-02  0.7233552710  0.724189273
## 356 2020-12-21 3694.920  0.718218937 -1.580153e-02  0.7395316529  0.722696689
## 357 2020-12-22 3687.260  0.699931406 -2.546233e-02  0.7370214659  0.717005368
## 358 2020-12-23 3690.010  0.706496773  9.380015e-03  0.7332152584  0.714378220
## 359 2020-12-24 3703.060  0.737652423  4.409879e-02  0.7265919117  0.720196770
## 360 2020-12-25 3711.135  0.756930728  2.613467e-02  0.7271802367  0.729380260
## 361 2020-12-26 3719.210  0.776209032  2.546905e-02  0.7321699156  0.741087453
## 362 2020-12-27 3727.285  0.795487337  2.483649e-02  0.7415609482  0.754687424
## 363 2020-12-28 3735.360  0.814765642  2.423458e-02  0.7553533345  0.769706978
## 364 2020-12-29 3727.040  0.794902423 -2.437906e-02  0.7689206226  0.776005839
## 365 2020-12-30 3732.040  0.806839453  1.501698e-02  0.7832552911  0.783714243
## 366 2020-12-31 3756.070  0.864208823  7.110382e-02  0.8013347768  0.803837888
## 367 2021-01-01 3742.215  0.831131311 -3.827491e-02  0.8119348601  0.810661244
## 368 2021-01-02 3728.360  0.798053799 -3.979818e-02  0.8150555410  0.807509382
## 369 2021-01-03 3714.505  0.764976287 -4.144772e-02  0.8106968195  0.796876108
## 370 2021-01-04 3700.650  0.731898774 -4.323992e-02  0.7988586956  0.780631775
## 371 2021-01-05 3726.860  0.794472689  8.549531e-02  0.7987973051  0.784092004
## 372 2021-01-06 3748.140  0.845276692  6.394682e-02  0.8042883393  0.799388176
## 373 2021-01-07 3803.790  0.978135844  1.571783e-01  0.8205636280  0.844075093
## 374 2021-01-08 3824.680  1.028008758  5.098772e-02  0.8486889776  0.890058509
## 375 2021-01-09 3816.323  1.008058000 -1.940719e-02  0.8786895778  0.919558382
## 376 2021-01-10 3807.967  0.988107244 -1.979128e-02  0.9105654290  0.936695597
## 377 2021-01-11 3799.610  0.968156486 -2.019088e-02  0.9443165306  0.944560820
## 378 2021-01-12 3801.190  0.971928588  3.896169e-03  0.9696673733  0.951402762
## 379 2021-01-13 3809.840  0.992579651  2.124751e-02  0.9907106531  0.961696984
## 380 2021-01-14 3795.540  0.958439743 -3.439513e-02  0.9878969245  0.960882674
## 381 2021-01-15 3768.250  0.893287430 -6.797747e-02  0.9686510204  0.943983863
## 382 2021-01-16 3775.915  0.911586898  2.048553e-02  0.9548694343  0.935884622
## 383 2021-01-17 3783.580  0.929886366  2.007430e-02  0.9465521660  0.934385058
## 384 2021-01-18 3791.245  0.948185834  1.967925e-02  0.9436992156  0.937835252
## 385 2021-01-19 3798.910  0.966485302  1.929945e-02  0.9429216033  0.944997764
## 386 2021-01-20 3851.850  1.092874583  1.307721e-01  0.9572494508  0.981966969
## 387 2021-01-21 3853.070  1.095787219  2.665114e-03  0.9768705187  1.010422031
## 388 2021-01-22 3841.470  1.068093307 -2.527307e-02  1.0018427869  1.024839850
## 389 2021-01-23 3846.100  1.079146998  1.034899e-02  1.0257799441  1.038416637
## 390 2021-01-24 3850.730  1.090200688  1.024299e-02  1.0486819901  1.051362650
## 391 2021-01-25 3855.360  1.101254379  1.013913e-02  1.0705489251  1.063835582
## 392 2021-01-26 3849.620  1.087550667 -1.244373e-02  1.0878439773  1.069764353
## 393 2021-01-27 3750.770  0.851555570 -2.169969e-01  1.0533698326  1.015212158
## 394 2021-01-28 3787.380  0.938958509  1.026391e-01  1.0309657313  0.996148746
## 395 2021-01-29 3714.240  0.764343624 -1.859666e-01  0.9875729193  0.938197465
## 396 2021-01-30 3734.113  0.811789341  6.207381e-02  0.9493789684  0.906595434
## 397 2021-01-31 3753.987  0.859235061  5.844585e-02  0.9163838788  0.894755341
## 398 2021-02-01 3773.860  0.906680778  5.521855e-02  0.8885876501  0.897736700
## 399 2021-02-02 3826.310  1.031900230  1.381075e-01  0.8806375877  0.931277583
## 400 2021-02-03 3830.170  1.041115618  8.930503e-03  0.9077175945  0.958737091
## 401 2021-02-04 3871.740  1.140360091  9.532512e-02  0.9364892491  1.004142841
## 402 2021-02-05 3886.830  1.176386050  3.159174e-02  0.9953524528  1.047203644
## 403 2021-02-06 3896.417  1.199273318  1.945558e-02  1.0507073066  1.085221062
## 404 2021-02-07 3906.003  1.222160583  1.908428e-02  1.1025538097  1.119455942
## 405 2021-02-08 3915.590  1.245047851  1.872689e-02  1.1508919629  1.150853919
## 406 2021-02-09 3911.230  1.234638760 -8.360394e-03  1.1798546100  1.171800129
## 407 2021-02-10 3909.880  1.231415762 -2.610479e-03  1.2070403448  1.186704037
## 408 2021-02-11 3916.380  1.246933901  1.260187e-02  1.2222651748  1.201761503
## 409 2021-02-12 3934.830  1.290981545  3.532476e-02  1.2386359598  1.224066514
## 410 2021-02-13 3934.270  1.289644597 -1.035605e-03  1.2515461426  1.240461035
## 411 2021-02-14 3933.710  1.288307650 -1.036679e-03  1.2609957236  1.252422688
## 412 2021-02-15 3933.150  1.286970702 -1.037755e-03  1.2669847024  1.261059692
## 413 2021-02-16 3932.590  1.285633755 -1.038833e-03  1.2742697018  1.267203208
## 414 2021-02-17 3931.330  1.282625623 -2.339805e-03  1.2815853963  1.271058812
## 415 2021-02-18 3913.970  1.241180253 -3.231291e-02  1.2807634465  1.263589172
## 416 2021-02-19 3906.710  1.223847684 -1.396459e-02  1.2711728949  1.253653800
## 417 2021-02-20 3896.640  1.199806504 -1.964393e-02  1.2583388816  1.240191976
## 418 2021-02-21 3886.570  1.175765324 -2.003755e-02  1.2422614066  1.224085313
## 419 2021-02-22 3876.500  1.151724144 -2.044726e-02  1.2229404697  1.205995021
## 420 2021-02-23 3881.370  1.163350812  1.009501e-02  1.2054714779  1.195333969
## 421 2021-02-24 3925.430  1.268539927  9.041908e-02  1.2034592356  1.213635458
## 422 2021-02-25 3829.340  1.039134071 -1.808424e-01  1.1745954953  1.170010111
## 423 2021-02-26 3811.150  0.995707153 -4.179145e-02  1.1420039909  1.126434372
## 424 2021-02-27 3841.373  1.067862524  7.246646e-02  1.1231548509  1.111791410
## 425 2021-02-28 3871.597  1.140017897  6.756991e-02  1.1180480756  1.118848032
## 426 2021-03-01 3901.820  1.212173268  6.329319e-02  1.1266836647  1.142179341
## 427 2021-03-02 3870.290  1.136898352 -6.209914e-02  1.1229047418  1.140859094
## 428 2021-03-03 3819.720  1.016167224 -1.061934e-01  1.0868514985  1.109686126
## 429 2021-03-04 3768.470  0.893812659 -1.204079e-01  1.0660912968  1.055717759
## 430 2021-03-05 3841.940  1.069215388  1.962410e-01  1.0765924732  1.059092167
## 431 2021-03-06 3835.077  1.052829825 -1.532485e-02  1.0744449448  1.057526581
## 432 2021-03-07 3828.213  1.036444259 -1.556336e-02  1.0596487108  1.052256001
## 433 2021-03-08 3821.350  1.020058696 -1.580940e-02  1.0322037719  1.044206674
## 434 2021-03-09 3875.440  1.149193494  1.265955e-01  1.0339602207  1.070453379
## 435 2021-03-10 3898.810  1.204987176  4.855029e-02  1.0609344995  1.104086828
## 436 2021-03-11 3939.340  1.301748746  8.030091e-02  1.1192110834  1.153502308
## 437 2021-03-12 3943.340  1.311298371  7.335997e-03  1.1537943667  1.192951324
## 438 2021-03-13 3951.873  1.331670903  1.553615e-02  1.1936288064  1.227631218
## 439 2021-03-14 3960.407  1.352043437  1.529847e-02  1.2387144031  1.258734273
## 440 2021-03-15 3968.940  1.372415968  1.506796e-02  1.2890511564  1.287154697
## 441 2021-03-16 3962.710  1.357542428 -1.083749e-02  1.3188152898  1.304751630
## 442 2021-03-17 3974.120  1.384782732  2.006590e-02  1.3445003693  1.324759405
## 443 2021-03-18 3915.460  1.244737488 -1.011316e-01  1.3363559038  1.304753926
## 444 2021-03-19 3913.100  1.239103209 -4.526479e-03  1.3260423092  1.288341247
## 445 2021-03-20 3922.263  1.260979807  1.765519e-02  1.3159435813  1.281500887
## 446 2021-03-21 3931.427  1.282856407  1.734889e-02  1.3060597198  1.281839767
## 447 2021-03-22 3940.590  1.304733004  1.705304e-02  1.2963907250  1.287563076
## 448 2021-03-23 3910.520  1.232943701 -5.502222e-02  1.2785909069  1.273908232
## 449 2021-03-24 3889.140  1.181900958 -4.139909e-02  1.2496077963  1.250906414
## 450 2021-03-25 3909.520  1.230556295  4.116702e-02  1.2475819117  1.245818884
## 451 2021-03-26 3974.540  1.385785443  1.261455e-01  1.2685365164  1.280810524
## 452 2021-03-27 3973.390  1.383039926 -1.981199e-03  1.2859736763  1.306367874
## 453 2021-03-28 3972.240  1.380294409 -1.985132e-03  1.2998933908  1.324849508
## 454 2021-03-29 3971.090  1.377548891 -1.989081e-03  1.3102956604  1.338024354
## 455 2021-03-30 3958.550  1.347610818 -2.173286e-02  1.3266766772  1.340420970
## 456 2021-03-31 3972.890  1.381846223  2.540452e-02  1.3552402863  1.350777283
## 457 2021-04-01 4019.870  1.494006563  8.116702e-02  1.3928760389  1.386584603
## 458 2021-04-02 4034.380  1.528647826  2.318682e-02  1.4132849508  1.422100409
## 459 2021-04-03 4048.890  1.563289089  2.266138e-02  1.4390348313  1.457397579
## 460 2021-04-04 4063.400  1.597930352  2.215922e-02  1.4701256805  1.492530772
## 461 2021-04-05 4077.910  1.632571616  2.167883e-02  1.5065574982  1.527540983
## 462 2021-04-06 4073.940  1.623093613 -5.805566e-03  1.5459121832  1.551429141
## 463 2021-04-07 4079.950  1.637441924  8.840101e-03  1.5824258548  1.572932336
## 464 2021-04-08 4097.170  1.678553058  2.510693e-02  1.6087896398  1.599337517
## 465 2021-04-09 4128.800  1.754066714  4.498735e-02  1.6409923380  1.638019816
## 466 2021-04-10 4128.530  1.753422114 -3.674887e-04  1.6681541988  1.666870391
## 467 2021-04-11 4128.260  1.752777515 -3.676238e-04  1.6902752220  1.688347172
## 468 2021-04-12 4127.990  1.752132915 -3.677590e-04  1.7073554076  1.704293608
## 469 2021-04-13 4141.590  1.784601639  1.853097e-02  1.7304279827  1.724370615
## 470 2021-04-14 4124.660  1.744182853 -2.264863e-02  1.7456766868  1.729323675
## 471 2021-04-15 4170.420  1.853430558  6.263547e-02  1.7706591868  1.760350395
## 472 2021-04-16 4185.470  1.889361020  1.938592e-02  1.7899869448  1.792603052
## 473 2021-04-17 4178.067  1.871686257 -9.354889e-03  1.8068818224  1.812373853
## 474 2021-04-18 4170.663  1.854011492 -9.443231e-03  1.8213438192  1.822783263
## 475 2021-04-19 4163.260  1.836336730 -9.533254e-03  1.8333729355  1.826171630
## 476 2021-04-20 4134.940  1.768725388 -3.681860e-02  1.8311048997  1.811810069
## 477 2021-04-21 4173.420  1.860592776  5.193988e-02  1.8477348888  1.824005746
## 478 2021-04-22 4134.980  1.768820884 -4.932401e-02  1.8356477925  1.810209530
## 479 2021-04-23 4180.170  1.876707768  6.099367e-02  1.8338401850  1.826834090
## 480 2021-04-24 4182.653  1.882636492  3.159109e-03  1.8354045042  1.840784690
## 481 2021-04-25 4185.137  1.888565219  3.149162e-03  1.8403407509  1.852729822
## 482 2021-04-26 4187.620  1.894493943  3.139274e-03  1.8486489243  1.863170853
## 483 2021-04-27 4186.720  1.892345278 -1.134163e-03  1.8663089086  1.870464459
## 484 2021-04-28 4183.180  1.883893860 -4.466108e-03  1.8696376348  1.873821809
## 485 2021-04-29 4211.470  1.951433580  3.585113e-02  1.8957251628  1.893224752
## 486 2021-04-30 4181.170  1.879095174 -3.706937e-02  1.8960662208  1.889692357

台灣類股與美國類股資料數眾多,獨立處理。

# 台灣類股
TAIEX_CAT_list = list()
for (i in 2:length(TAIEX_CAT[[1]])){
  dat <- TAIEX_CAT[[1]][c(1,i)]
  pref <- colnames(dat)[2]
  TAIEX_CAT_list[[i-1]] <- getMA_ROC(dat[c("Date",pref)], prefix = pref)
}
head(TAIEX_CAT_list[[1]])
##         Date   水泥  水泥_std     水泥_ROC  水泥_7MA 水泥_7EMA
## 1 2021-04-01 185.38 -1.505895           NA -1.505895 -1.505895
## 2 2021-04-02 185.46 -1.496297 -0.006373753 -1.501096 -1.503495
## 3 2021-04-03 185.54 -1.486699 -0.006414638 -1.496297 -1.499296
## 4 2021-04-04 185.62 -1.477100 -0.006456051 -1.491498 -1.493747
## 5 2021-04-05 185.70 -1.467502 -0.006498003 -1.486699 -1.487186
## 6 2021-04-06 185.78 -1.457904 -0.006540503 -1.481899 -1.479865
# 美國類股
US_SP500_CAT_list = list()
for (i in 2:length(US_SP500_CAT)){
  dat <- US_SP500_CAT[c(1,i)]
  pref <- colnames(dat)[2]
  US_SP500_CAT_list[[i-1]] <- getMA_ROC(dat[c("Date",pref)], prefix = pref)
}
head(US_SP500_CAT_list[[1]])
##         Date Energy Energy_std   Energy_ROC Energy_7MA Energy_7EMA
## 1 2020-01-01 460.17   2.409713           NA   2.409713    2.409713
## 2 2020-01-02 460.34   2.412384  0.001108241   2.411048    2.410381
## 3 2020-01-03 458.77   2.387721 -0.010223601   2.403272    2.404716
## 4 2020-01-04 459.96   2.406414  0.007829141   2.404058    2.405140
## 5 2020-01-05 461.15   2.425108  0.007768322   2.408268    2.410132
## 6 2020-01-06 462.34   2.443802  0.007708440   2.414190    2.418550

3 資料視覺化

3.1 美國SP500指數-COVID-19確診人數散佈圖/趨勢圖

temp_data = full_join(data_list[[7]], data_list[[2]], by = "Date")[c("Date","SP500_std","SP500_7MA", "SP500_7EMA","SP500_ROC","US_COVID_std")]

p <- temp_data %>%
  ggplot( aes(US_COVID_std, SP500_7MA,  color=Date)) +
  geom_point() +
  geom_smooth(method = "lm") +
  labs(title = "美國SP500指數-COVID-19確診人數散佈圖/趨勢圖",x='單日確診人數(標準化)',y='標準化後指數之七日簡單移動平均') + 
  theme_bw()

ggplotly(p)
# saveWidget(ggplotly(p), file="plot\\stock\\SP500_7MA對US_COVID_std.html")

3.2 台灣大盤指數-COVID-19確診人數散佈圖/趨勢圖

temp_data = full_join(data_list[[6]], data_list[[1]], by = "Date") # [c("Date","大盤_std","大盤_7MA", "大盤_7EMA","大盤_ROC","TW_COVID_std")]

p <- temp_data %>%
  ggplot( aes(TW_COVID_std, 大盤_7MA,  color=Date)) +
  geom_point() +
  geom_smooth(method = "lm") +
  labs(title = "台灣大盤指數-COVID-19確診人數散佈圖/趨勢圖", x='單日確診人數(標準化)', y='標準化後指數之七日簡單移動平均') + 
  theme_bw()

ggplotly(p)
# saveWidget(ggplotly(p), file="plot\\stock\\TAIEX_7MA對TW_COVID_std.html")

3.3 美國SP500指數對確診人數之rmse(每月)

# 抓出繪圖所需資料
us_case = full_join(data_list[[2]][c("Date","US_COVID","US_COVID_std")], data_list[[7]][c("Date","SP500_std")],by = 'Date')

# 計算殘差
us_case['residues'] = us_case['SP500_std'] - us_case['US_COVID_std']

# 處理時間序列(以一個月為單位)
dates <- c("2020/01", "2020/02", "2020/03", "2020/04", "2020/05", "2020/06",
           "2020/07", "2020/08", "2020/09", "2020/10", "2020/11", "2020/12",
           "2021/01", "2021/02", "2021/03", "2021/04")
us_case['group'] = format(us_case['Date'], '%Y-%m')

# 每一個月加總一次算rmse
US_RMSE = us_case %>% group_by(group) %>%
  summarise(rmse = sqrt(mean(sum(residues**2))), cases = sum(US_COVID), sign = mean(sum(residues)))
US_RMSE['group'] <- as.Date(as.yearmon(unlist(US_RMSE['group'])) )+14
# 繪圖
p <- ggplot( )+ 
  geom_bar(data = US_RMSE, aes(x = group, y = cases/100000), stat = "identity") + 
  geom_point(data = US_RMSE, aes(x = group, y = rmse*5, colour = "rmse(/5)")) + 
  geom_line(data = US_RMSE, aes(x = group, y = rmse*5, colour = "rmse(/5)")) +
  geom_line(data = US_RMSE, aes(x = group, y = sign, colour = "sign"))  +
  labs(title = "US_RMSE(monthly)", x ="日期", y = "一個月內累積確診人數 (*10^5)",color = 'lines') + 
  theme_bw()

ggplotly(p)
# saveWidget(ggplotly(p), file="plot\\stock\\US_RMSE(monthly).html")

4 美國SP500各類股指數對確診人數之rmse(每月)

dfRMSE = read.csv("RMSE.csv", encoding ="UTF-8")
dfRMSE['Date']<- as.Date(as.yearmon(unlist(dfRMSE['Date']), "%Y/%m"))+14
casesCol = data_list[[2]][c("Date", "US_COVID") ]
casesCol['Date']<- as.Date(unlist(casesCol['Date'])) 
casesCol['Date'] = format(casesCol['Date'], "%Y-%m")
casesCol['US_COVID'] <- as.numeric(unlist(casesCol['US_COVID'])) 
casesCol<- casesCol %>%
  group_by(Date) %>%
  summarise(sum = sum(US_COVID ))
casesCol['Date'] <- as.Date(as.yearmon(unlist(casesCol['Date']), "%Y-%m"))+14

p <- ggplot() + 
  geom_bar(data = casesCol, aes(x = Date, y = sum*100/0.3), stat = "identity") + 
  geom_point(data = dfRMSE, aes(x = Date, y = RMSE, group = Category, color = Category)) + 
  geom_line(data = dfRMSE, aes(x = Date, y = RMSE, group = Category, color = Category)) +
  # 副座標軸:Cases (調整刻度)
  scale_y_continuous(sec.axis = sec_axis(~. *0.3/100, name = "Cases")) +
  labs(title = "11 Categories' RMSE in S&P500") + 
  theme_bw()

ggplotly(p)
# saveWidget(ggplotly(p), file="plot\\stock\\11_Categories_RMSE_SP500.html")

4.1 比特幣、原油、黃金指數對確診人數之rmse(每月)

# btc, oil, gold
BTC_OIL_GOLD_PLOT <- list()
BTC_OIL_GOLD_PLOT[[1]] <- data_list[[3]]
BTC_OIL_GOLD_PLOT[[2]] <- data_list[[4]]
BTC_OIL_GOLD_PLOT[[3]] <- data_list[[5]]
BTC_OIL_GOLD_PLOT[[1]]['group'] = 'BTC'
BTC_OIL_GOLD_PLOT[[2]]['group'] = 'OIL'
BTC_OIL_GOLD_PLOT[[3]]['group'] = 'GOLD'

names(BTC_OIL_GOLD_PLOT[[1]]) <- c('Date','origin','std','ROC', '7MA', '7EMA', 'group')
names(BTC_OIL_GOLD_PLOT[[2]]) <- c('Date','origin','std','ROC', '7MA', '7EMA', 'group')
names(BTC_OIL_GOLD_PLOT[[3]]) <- c('Date','origin','std','ROC', '7MA', '7EMA', 'group')

# 抓出繪圖所需資料
temp_data = rbind(BTC_OIL_GOLD_PLOT[[1]],BTC_OIL_GOLD_PLOT[[2]], BTC_OIL_GOLD_PLOT[[3]])
BOG_case = full_join(data_list[[2]][c("Date","US_COVID","US_COVID_std")], temp_data, by = 'Date')

# 計算殘差
BOG_case['residues'] = BOG_case['std'] - BOG_case['US_COVID_std']

# 處理時間序列(以一個月為單位)
BOG_case['month'] = format(BOG_case['Date'], '%Y-%m')

# 計算總表
BOG_RMSE = BOG_case %>% group_by(group, month) %>%
  summarise(rmse = sqrt(mean(sum(residues**2))), cases = sum(US_COVID), sign = mean(sum(residues)))
BOG_RMSE['month'] <- as.Date(as.yearmon(unlist(BOG_RMSE['month'])) )+14

# 繪圖
p <- ggplot( )+ 
  geom_bar(data = BOG_RMSE, aes(x = month, y = cases/100000), stat = "identity") + 
  geom_point(data = BOG_RMSE, aes(x = month, y = rmse*7, group = group, colour = group)) + 
  geom_line(data = BOG_RMSE, aes(x = month, y = rmse*7, group = group, colour = group)) +
  geom_line(linetype="dashed",data = BOG_RMSE, aes(x = month, y = sign, group = group, colour = group))  +
  labs(title = "BTC_OIL_GOLD_RMSE(monthly)", x ="日期", y = "一個月內累積確診人數 (*10^5)",color = 'lines') + 
  theme(text=element_text(size=25,  family="A"))+
  theme_bw()

ggplotly(p)
# saveWidget(ggplotly(p), file="plot\\stock\\BTC_OIL_GOLD_RMSE(monthly).html")

5 台灣大盤指數對確診人數之rmse(每五天)

# 每五天加總一次算rmse
tw_case = full_join(data_list[[1]][c("Date","TW_COVID","TW_COVID_std")], data_list[[6]][c("Date","大盤_std")],by = 'Date')

# 計算殘差
tw_case['residues'] = tw_case['大盤_std'] - tw_case['TW_COVID_std']

# 每五天分為一類進行RMSE計算
tw_case['group'] = c(rep(seq(as.Date("2021-04-03"), as.Date("2021-05-28"), 5), each = 5), rep(as.Date("2021-06-02"),3)) # 補最後三個
TW_RMSE = tw_case %>% group_by(group) %>%
  summarise(rmse = sqrt(mean(sum(residues**2))), cases = sum(TW_COVID), sign = mean(sum(residues)))

# 繪圖
p <- ggplot() + 
  geom_bar(data = TW_RMSE, aes(x = group, y = cases*0.4/100), stat = "identity") + 
  geom_point(data = TW_RMSE, aes(x = group, y = rmse, colour = "rmse")) + 
  geom_line(data = TW_RMSE, aes(x = group, y = rmse, color = "rmse")) +
  geom_line(linetype="dashed",data = TW_RMSE, aes(x = group, y = sign, color = "sign"))  +
  labs(title = "TAIEX_RMSE(5 DAYS)", x ="日期", y = "五天內累積確診人數 (*100/0.4)",color = 'lines') + 
  theme_bw()

ggplotly(p)
# saveWidget(ggplotly(p), file="plot\\stock\\TAIEX_RMSE(5 DAYS).html")

台灣類股資料處理

TAIEX_CAT_plot = data.frame()
TAIEX_CAT_w_COVID = list()
for (i in 1:length(TAIEX_CAT_list)){
  tw_case = full_join(TAIEX_CAT_list[[i]][c(1:3)],data_list[[1]][c("Date","TW_COVID","TW_COVID_std")], by = 'Date')
  TAIEX_CAT_plot = rbind(TAIEX_CAT_plot,data.frame(tw_cat_rmse(tw_case)))
  TAIEX_CAT_w_COVID[[i]] <- data.frame(tw_cat_rmse(tw_case))
}
head(TAIEX_CAT_plot)
##        group     rmse cases      sign category
## 1 2021-04-03 1.975718    18 -4.416496     水泥
## 2 2021-04-08 1.940253     8 -4.335758     水泥
## 3 2021-04-13 1.378141    12 -2.845938     水泥
## 4 2021-04-18 2.106813    10  4.273679     水泥
## 5 2021-04-23 4.851571    22 10.656778     水泥
## 6 2021-04-28 3.701146    28  8.206385     水泥
head(TAIEX_CAT_w_COVID)
## [[1]]
##         group     rmse cases      sign category
## 1  2021-04-03 1.975718    18 -4.416496     水泥
## 2  2021-04-08 1.940253     8 -4.335758     水泥
## 3  2021-04-13 1.378141    12 -2.845938     水泥
## 4  2021-04-18 2.106813    10  4.273679     水泥
## 5  2021-04-23 4.851571    22 10.656778     水泥
## 6  2021-04-28 3.701146    28  8.206385     水泥
## 7  2021-05-03 2.227369    32  4.801921     水泥
## 8  2021-05-08 3.687012    39  8.226952     水泥
## 9  2021-05-13 1.483121   276  0.343959     水泥
## 10 2021-05-18 2.670477  1350 -5.309960     水泥
## 11 2021-05-23 3.766543  2631 -7.785081     水泥
## 12 2021-05-28 4.135384  2704 -8.575037     水泥
## 13 2021-06-02       NA  1229        NA     水泥
## 
## [[2]]
##         group      rmse cases        sign category
## 1  2021-04-03 1.1039546    18  -2.4361176     食品
## 2  2021-04-08 0.5875681     8  -1.2647605     食品
## 3  2021-04-13 0.4487647    12  -0.8544397     食品
## 4  2021-04-18 2.8072908    10   5.7521719     食品
## 5  2021-04-23 3.7269371    22   8.3082600     食品
## 6  2021-04-28 4.8757079    28  10.5950537     食品
## 7  2021-05-03 3.8612663    32   8.0279943     食品
## 8  2021-05-08 3.6644260    39   8.0605632     食品
## 9  2021-05-13 2.1147026   276  -1.2098553     食品
## 10 2021-05-18 3.4676768  1350  -7.2524550     食品
## 11 2021-05-23 5.2021935  2631 -10.9593844     食品
## 12 2021-05-28 5.9686786  2704 -12.7463941     食品
## 13 2021-06-02        NA  1229          NA     食品
## 
## [[3]]
##         group      rmse cases        sign category
## 1  2021-04-03 0.6595552    18  -1.4539724     塑膠
## 2  2021-04-08 0.5321225     8  -0.1471981     塑膠
## 3  2021-04-13 1.6949282    12   3.4645667     塑膠
## 4  2021-04-18 4.4631510    10   9.9216069     塑膠
## 5  2021-04-23 3.8687476    22   8.6442750     塑膠
## 6  2021-04-28 3.7724747    28   8.3975065     塑膠
## 7  2021-05-03 3.2099512    32   7.1402532     塑膠
## 8  2021-05-08 3.2747842    39   7.1752434     塑膠
## 9  2021-05-13 2.4509069   276  -3.7500848     塑膠
## 10 2021-05-18 4.6418145  1350 -10.1245281     塑膠
## 11 2021-05-23 6.1664395  2631 -13.3664811     塑膠
## 12 2021-05-28 5.4896844  2704 -11.8263366     塑膠
## 13 2021-06-02        NA  1229          NA     塑膠
## 
## [[4]]
##         group      rmse cases      sign category
## 1  2021-04-03 2.6092270    18 -5.828981     紡織
## 2  2021-04-08 1.7831308     8 -3.788187     紡織
## 3  2021-04-13 0.8597888    12 -1.837450     紡織
## 4  2021-04-18 1.4074246    10  2.890790     紡織
## 5  2021-04-23 1.8676038    22  4.120869     紡織
## 6  2021-04-28 2.3561408    28  5.185687     紡織
## 7  2021-05-03 2.6130168    32  5.779520     紡織
## 8  2021-05-08 4.2417601    39  9.355849     紡織
## 9  2021-05-13 2.7161606   276  2.569889     紡織
## 10 2021-05-18 3.0668011  1350 -6.164871     紡織
## 11 2021-05-23 2.7175041  2631 -5.334274     紡織
## 12 2021-05-28 2.2418431  2704 -4.151119     紡織
## 13 2021-06-02        NA  1229        NA     紡織
## 
## [[5]]
##         group     rmse cases       sign category
## 1  2021-04-03 1.753062    18   3.913094     電機
## 2  2021-04-08 3.070448     8   6.732890     電機
## 3  2021-04-13 2.980063    12   6.604598     電機
## 4  2021-04-18 3.314377    10   7.407671     電機
## 5  2021-04-23 2.964677    22   6.563831     電機
## 6  2021-04-28 4.081344    28   9.098614     電機
## 7  2021-05-03 2.985621    32   6.168047     電機
## 8  2021-05-08 1.564066    39   3.448289     電機
## 9  2021-05-13 2.887599   276  -5.854297     電機
## 10 2021-05-18 5.340982  1350 -11.737978     電機
## 11 2021-05-23 6.566642  2631 -14.355650     電機
## 12 2021-05-28 6.126815  2704 -13.379775     電機
## 13 2021-06-02       NA  1229         NA     電機
## 
## [[6]]
##         group      rmse cases       sign category
## 1  2021-04-03 1.6174211    18  -3.615504     電纜
## 2  2021-04-08 1.2578495     8  -2.780159     電纜
## 3  2021-04-13 0.7426281    12  -1.577766     電纜
## 4  2021-04-18 0.9465281    10   1.965829     電纜
## 5  2021-04-23 1.5835264    22   3.443582     電纜
## 6  2021-04-28 4.5464617    28   9.877612     電纜
## 7  2021-05-03 4.1897434    32   9.238563     電纜
## 8  2021-05-08 5.1066677    39  11.388424     電纜
## 9  2021-05-13 2.1238049   276   1.698866     電纜
## 10 2021-05-18 3.0290207  1350  -6.426424     電纜
## 11 2021-05-23 4.9981911  2631 -10.706199     電纜
## 12 2021-05-28 4.3920201  2704  -9.085231     電纜
## 13 2021-06-02        NA  1229         NA     電纜

因台灣類股分類數量太多,不易呈現。我們將32類股分為:工業相關、電子相關與服務相關。

# 類股分類
unique(TAIEX_CAT_plot$category)
##  [1] "水泥"   "食品"   "塑膠"   "紡織"   "電機"   "電纜"   "玻璃"   "造紙"  
##  [9] "鋼鐵"   "橡膠"   "汽車"   "營建"   "航運"   "觀光"   "金融"   "百貨"  
## [17] "其他"   "化學"   "生技"   "油電"   "半導體" "電腦"   "光電"   "通信"  
## [25] "零組件" "電通"   "資服"   "其他電" "化生"   "電子"   "窯製"   "化工"
# 工業相關
industrial = c("塑膠", "玻璃", "水泥", "造紙", "鋼鐵","橡膠", "窯製", "油電","窯製","化工","化學", "化生", "生技")

# 電子相關
electronics = c("半導體" ,"電腦","光電" ,  "電通" ,  "零組件" ,"電子", "電機", "電纜","其他電")

# 服務相關
service = c("食品", "紡織","營建", "航運"  , "觀光"  , "金融" ,  "百貨", "通信"  , "資服","其他" )

5.1 台灣工業相關指數對確診人數之rmse(每五天)

p <- ggplot() + 
  geom_bar(data = TW_RMSE, aes(x = group, y = cases*0.3/100), stat = "identity") + 
  geom_point(data = TAIEX_CAT_plot%>%filter(category %in%industrial), aes(x = group, y = rmse, group = category, color = category)) + 
  geom_line(data = TAIEX_CAT_plot%>%filter(category %in%industrial), aes(x = group, y = rmse, group = category, color = category)) +
  geom_line(linetype="dashed",data = TAIEX_CAT_plot%>%filter(category %in%industrial), aes(x = group, y = sign, group = category, color = category))  +
  # 副座標軸:Cases (調整刻度)
  # scale_y_continuous(sec.axis = sec_axis(~. *100/0.3, name = "Cases")) +
  labs(title = "TAIEX_工業相關類股分類_RMSE(5 DAYS)", x ="日期", y = "五天內累積確診人數 (*100/0.3)") + 
  theme_bw()

ggplotly(p)
# saveWidget(ggplotly(p), file="plot\\stock\\TAIEX_工業相關類股分類_RMSE(5 DAYS).html")

5.2 台灣電子相關指數對確診人數之rmse(每五天)

p <- ggplot() + 
  geom_bar(data = TW_RMSE, aes(x = group, y = cases*0.3/100), stat = "identity") + 
  geom_point(data = TAIEX_CAT_plot%>%filter(category %in%electronics), aes(x = group, y = rmse, group = category, color = category)) + 
  geom_line(data = TAIEX_CAT_plot%>%filter(category %in%electronics), aes(x = group, y = rmse, group = category, color = category)) +
  geom_line(linetype="dashed",data = TAIEX_CAT_plot%>%filter(category %in%electronics), aes(x = group, y = sign, group = category, color = category))  +
  # 副座標軸:Cases (調整刻度)
  scale_y_continuous(sec.axis = sec_axis(~. *100/0.3, name = "Cases")) +
  labs(title = "TAIEX_電子相關類股分類_RMSE(5 DAYS)", x ="日期", y = "五天內累積確診人數 (*100/0.3)") + 
  theme_bw()

ggplotly(p)
# saveWidget(ggplotly(p), file="plot\\stock\\TAIEX_電子相關類股分類_RMSE(5 DAYS).html")

5.3 台灣服務相關指數對確診人數之rmse(每五天)

p <- ggplot() + 
  geom_bar(data = TW_RMSE, aes(x = group, y = cases*0.3/100), stat = "identity") + 
  geom_point(data = TAIEX_CAT_plot%>%filter(category %in%service), aes(x = group, y = rmse, group = category, color = category)) + 
  geom_line(data = TAIEX_CAT_plot%>%filter(category %in%service), aes(x = group, y = rmse, group = category, color = category)) +
  geom_line(linetype="dashed",data = TAIEX_CAT_plot%>%filter(category %in%service), aes(x = group, y = sign, group = category, color = category))  +
  # 副座標軸:Cases (調整刻度)
  scale_y_continuous(sec.axis = sec_axis(~. *100/0.3, name = "Cases")) +
  labs(title = "TAIEX_服務相關類股分類_RMSE(5 DAYS)", x ="日期", y = "五天內累積確診人數 (*100/0.3)") + 
  theme_bw()

ggplotly(p)
# saveWidget(ggplotly(p), file="plot\\stock\\TAIEX_服務相關類股分類_RMSE(5 DAYS).html")

5.4 台灣各類股變動率對單日確診人數作圖

for (i in 1:32){
  df = TAIEX_CAT_list[[i]]
  name = colnames(df)[2]
  colnames(df)[3:6] <- c("std","ROC", "7MA", "7EMA")
  df = full_join(df, data_list[[1]], by = "Date")
  p <- ggplot(df, aes(TW_COVID_std , ROC,  color=Date)) +
    geom_point() +
    geom_smooth(method = "lm")+
    ylim(-2.5,2.5)+
    labs(title = paste0(name,"類股_變動率對單日確診人數作圖"), x ="單日確診人數", y = "標準化後類股指數") + 
    theme_bw()
  
  print(ggplotly(p))
  # saveWidget(ggplotly(p), file=paste0("plot\\stock\\",name,"類股_變動率對單日確診人數作圖.html"))
  
}

6 情緒分析